{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numba import njit\n",
    "import pybroker\n",
    "from pybroker import Strategy\n",
    "import talib  \n",
    "import matplotlib.pyplot as plt  \n",
    "import akshare as ak\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取平安银行（股票代码为000001）的日线数据\n",
    "df = ak.stock_zh_a_hist(symbol=\"000001\", period=\"daily\", \n",
    "                        start_date=\"20230101\", end_date='20240515', adjust=\"qfq\").iloc[:, :6]\n",
    "# 处理字段命名\n",
    "df.columns = ['date', 'symbol','open', 'close', 'high', 'low' ]\n",
    "# 将date设为索引\n",
    "df.index = pd.to_datetime(df['date'])\n",
    "df.set_index('date', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-01-03</th>\n",
       "      <td>12.20</td>\n",
       "      <td>12.77</td>\n",
       "      <td>12.85</td>\n",
       "      <td>12.05</td>\n",
       "      <td>2194128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-04</th>\n",
       "      <td>12.71</td>\n",
       "      <td>13.32</td>\n",
       "      <td>13.42</td>\n",
       "      <td>12.63</td>\n",
       "      <td>2189683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-05</th>\n",
       "      <td>13.40</td>\n",
       "      <td>13.48</td>\n",
       "      <td>13.74</td>\n",
       "      <td>13.37</td>\n",
       "      <td>1665425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-06</th>\n",
       "      <td>13.50</td>\n",
       "      <td>13.62</td>\n",
       "      <td>13.72</td>\n",
       "      <td>13.48</td>\n",
       "      <td>1195745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-09</th>\n",
       "      <td>13.75</td>\n",
       "      <td>13.80</td>\n",
       "      <td>13.88</td>\n",
       "      <td>13.52</td>\n",
       "      <td>1057659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-09</th>\n",
       "      <td>9.99</td>\n",
       "      <td>10.04</td>\n",
       "      <td>10.10</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1069461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-10</th>\n",
       "      <td>10.05</td>\n",
       "      <td>10.22</td>\n",
       "      <td>10.24</td>\n",
       "      <td>10.04</td>\n",
       "      <td>1767836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-13</th>\n",
       "      <td>10.18</td>\n",
       "      <td>10.25</td>\n",
       "      <td>10.29</td>\n",
       "      <td>10.09</td>\n",
       "      <td>1402499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-14</th>\n",
       "      <td>10.28</td>\n",
       "      <td>10.19</td>\n",
       "      <td>10.34</td>\n",
       "      <td>10.16</td>\n",
       "      <td>1075784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-15</th>\n",
       "      <td>10.18</td>\n",
       "      <td>10.11</td>\n",
       "      <td>10.20</td>\n",
       "      <td>10.09</td>\n",
       "      <td>868297</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>328 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            symbol   open  close   high      low\n",
       "date                                            \n",
       "2023-01-03   12.20  12.77  12.85  12.05  2194128\n",
       "2023-01-04   12.71  13.32  13.42  12.63  2189683\n",
       "2023-01-05   13.40  13.48  13.74  13.37  1665425\n",
       "2023-01-06   13.50  13.62  13.72  13.48  1195745\n",
       "2023-01-09   13.75  13.80  13.88  13.52  1057659\n",
       "...            ...    ...    ...    ...      ...\n",
       "2024-05-09    9.99  10.04  10.10   9.99  1069461\n",
       "2024-05-10   10.05  10.22  10.24  10.04  1767836\n",
       "2024-05-13   10.18  10.25  10.29  10.09  1402499\n",
       "2024-05-14   10.28  10.19  10.34  10.16  1075784\n",
       "2024-05-15   10.18  10.11  10.20  10.09   868297\n",
       "\n",
       "[328 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            symbol   open  close   high      low  SMA_short  SMA_long  \\\n",
      "date                                                                    \n",
      "2024-02-29    9.70   9.87   9.87   9.69  1845344     10.082    9.3360   \n",
      "2024-03-01    9.87   9.77   9.88   9.71  1828103      9.954    9.3890   \n",
      "2024-03-04    9.73   9.61   9.78   9.60  1655930      9.878    9.4305   \n",
      "2024-03-05    9.58   9.71   9.75   9.54  1817319      9.852    9.4600   \n",
      "2024-03-06    9.68   9.61   9.73   9.61  1345640      9.802    9.4975   \n",
      "2024-03-07    9.61   9.66   9.92   9.61  2016166      9.812    9.5515   \n",
      "2024-03-08    9.63   9.66   9.72   9.58  1113974      9.780    9.5995   \n",
      "2024-03-11    9.66   9.75   9.75   9.62  1210673      9.774    9.6495   \n",
      "2024-03-12    9.76   9.84   9.87   9.69  1641262      9.798    9.7075   \n",
      "2024-03-13    9.81   9.61   9.83   9.58  1768039      9.818    9.7510   \n",
      "2024-03-14    9.58   9.51   9.66   9.48  1409400      9.766    9.7865   \n",
      "2024-03-15    9.83   9.88  10.03   9.78  3750208      9.828    9.8405   \n",
      "2024-03-18    9.84   9.82   9.89   9.77  1671397      9.856    9.8805   \n",
      "2024-03-19    9.81   9.68   9.82   9.67  1293216      9.846    9.9155   \n",
      "2024-03-20    9.66   9.73   9.75   9.65   872663      9.830    9.8990   \n",
      "2024-03-21    9.73   9.75   9.80   9.70   864466      9.858    9.8795   \n",
      "2024-03-22    9.73   9.64   9.73   9.59  1028142      9.798    9.8400   \n",
      "2024-03-25    9.63   9.68   9.77   9.60   953202      9.774    9.8205   \n",
      "2024-03-26    9.73   9.88   9.94   9.70  1740021      9.798    9.8235   \n",
      "2024-03-27    9.84   9.81   9.91   9.79  1274136      9.830    9.8200   \n",
      "2024-03-28    9.79   9.77   9.85   9.66  1302189      9.840    9.8190   \n",
      "2024-03-29    9.73   9.80   9.85   9.71   872759      9.864    9.8175   \n",
      "2024-04-01    9.80   9.92   9.93   9.79  1191088      9.896    9.8250   \n",
      "2024-04-02    9.91   9.83   9.96   9.81  1085458      9.900    9.8355   \n",
      "2024-04-03    9.81   9.74   9.83   9.70   981846      9.884    9.8405   \n",
      "2024-04-08    9.70   9.71   9.77   9.65   906361      9.868    9.8330   \n",
      "2024-04-09    9.71   9.68   9.75   9.64   857157      9.848    9.8345   \n",
      "2024-04-10    9.66   9.56   9.69   9.55  1246391      9.800    9.8315   \n",
      "2024-04-11    9.52   9.53   9.57   9.40  1010213      9.722    9.8165   \n",
      "2024-04-12    9.50   9.34   9.55   9.32  1305454      9.666    9.8025   \n",
      "2024-04-15    9.35   9.57   9.60   9.34  1453203      9.632    9.7995   \n",
      "2024-04-16    9.56   9.56   9.67   9.50  1478036      9.616    9.7815   \n",
      "2024-04-17    9.54   9.90   9.91   9.49  2232641      9.660    9.7825   \n",
      "2024-04-18    9.86  10.08  10.31   9.84  3165914      9.808    9.8070   \n",
      "2024-04-19    9.99   9.97  10.10   9.94  1457675      9.918    9.8245   \n",
      "2024-04-22    9.92   9.78  10.09   9.73  2009818     10.016    9.8390   \n",
      "2024-04-23    9.79   9.82   9.93   9.74  1240027     10.068    9.8490   \n",
      "2024-04-24    9.80   9.81   9.85   9.74   941568     10.056    9.8530   \n",
      "2024-04-25    9.78   9.89   9.90   9.76  1113812      9.974    9.8510   \n",
      "2024-04-26    9.87   9.88   9.95   9.76  1607628      9.944    9.8530   \n",
      "2024-04-29    9.84  10.09  10.18   9.80  2169177      9.962    9.8695   \n",
      "2024-04-30   10.08  10.07  10.16  10.01  1324557     10.008    9.8850   \n",
      "2024-05-06   10.24  10.17  10.39  10.12  1784101     10.116    9.9080   \n",
      "2024-05-07   10.15  10.16  10.17  10.04  1087057     10.170    9.9185   \n",
      "2024-05-08   10.12  10.01  10.16   9.99  1221791     10.212    9.9350   \n",
      "2024-05-09    9.99  10.04  10.10   9.99  1069461     10.196    9.9515   \n",
      "2024-05-10   10.05  10.22  10.24  10.04  1767836     10.212    9.9760   \n",
      "2024-05-13   10.18  10.25  10.29  10.09  1402499     10.192   10.0060   \n",
      "2024-05-14   10.28  10.19  10.34  10.16  1075784     10.226   10.0445   \n",
      "2024-05-15   10.18  10.11  10.20  10.09   868297     10.234   10.0770   \n",
      "\n",
      "            GoldenCross  DeathCross  \n",
      "date                                 \n",
      "2024-02-29            0           0  \n",
      "2024-03-01            0           0  \n",
      "2024-03-04            0           0  \n",
      "2024-03-05            0           0  \n",
      "2024-03-06            0           0  \n",
      "2024-03-07            0           0  \n",
      "2024-03-08            0           0  \n",
      "2024-03-11            0           0  \n",
      "2024-03-12            0           0  \n",
      "2024-03-13            0           0  \n",
      "2024-03-14            0          -1  \n",
      "2024-03-15            0           0  \n",
      "2024-03-18            0           0  \n",
      "2024-03-19            0           0  \n",
      "2024-03-20            0           0  \n",
      "2024-03-21            0           0  \n",
      "2024-03-22            0           0  \n",
      "2024-03-25            0           0  \n",
      "2024-03-26            0           0  \n",
      "2024-03-27            1           0  \n",
      "2024-03-28            0           0  \n",
      "2024-03-29            0           0  \n",
      "2024-04-01            0           0  \n",
      "2024-04-02            0           0  \n",
      "2024-04-03            0           0  \n",
      "2024-04-08            0           0  \n",
      "2024-04-09            0           0  \n",
      "2024-04-10            0          -1  \n",
      "2024-04-11            0           0  \n",
      "2024-04-12            0           0  \n",
      "2024-04-15            0           0  \n",
      "2024-04-16            0           0  \n",
      "2024-04-17            0           0  \n",
      "2024-04-18            1           0  \n",
      "2024-04-19            0           0  \n",
      "2024-04-22            0           0  \n",
      "2024-04-23            0           0  \n",
      "2024-04-24            0           0  \n",
      "2024-04-25            0           0  \n",
      "2024-04-26            0           0  \n",
      "2024-04-29            0           0  \n",
      "2024-04-30            0           0  \n",
      "2024-05-06            0           0  \n",
      "2024-05-07            0           0  \n",
      "2024-05-08            0           0  \n",
      "2024-05-09            0           0  \n",
      "2024-05-10            0           0  \n",
      "2024-05-13            0           0  \n",
      "2024-05-14            0           0  \n",
      "2024-05-15            0           0  \n"
     ]
    }
   ],
   "source": [
    "def ma(bar_data,short_window,long_window):\n",
    "    \n",
    "    # 计算短期（例如5日）和长期（例如20日）均线  \n",
    "    df['SMA_short'] = talib.SMA(df['close'], timeperiod=short_window)  \n",
    "    df['SMA_long'] = talib.SMA(df['close'], timeperiod=long_window)  \n",
    "  \n",
    "    # 初始化金叉和死叉的列  \n",
    "    df['GoldenCross'] = 0  \n",
    "    df['DeathCross'] = 0  \n",
    "  \n",
    "    # 遍历DataFrame，判断金叉和死叉  \n",
    "    for i in range(1, len(df)):  \n",
    "        if df['SMA_short'].iloc[i] > df['SMA_long'].iloc[i] and df['SMA_short'].iloc[i-1] < df['SMA_long'].iloc[i-1]:  \n",
    "            df.at[df.index[i], 'GoldenCross'] = 1  \n",
    "        if df['SMA_short'].iloc[i] < df['SMA_long'].iloc[i] and df['SMA_short'].iloc[i-1] > df['SMA_long'].iloc[i-1]:  \n",
    "            df.at[df.index[i], 'DeathCross'] = -1  \n",
    "            \n",
    "    return\n",
    "ma(df.close, 5, 20)  \n",
    "# 查看结果  \n",
    "print(df.tail(50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4cWP8sZiYGKZOnUrjxo3T/DwiInc6ZcpFRPKoJk2a8N133/HMM8/QoEEDnn76aWrUqEF0dDT//vsv48aNo2bNmsnmIts99thjfPPNN/Tv358jR45Qq1Yt1q5dywcffMADDzwQn90dPnw4J06coG3btpQqVYqQkBDGjh2Lq6srrVq1AuDFF19k1qxZtGzZkpdeeonatWsTFxfHsWPHWLx4MS+//DKNGze+Zd+NvU8zZsyga9euvP766zRq1Ihr166xatUqOnXqRJs2bejbty/Tpk3jgQce4IUXXqBRo0a4urpy4sQJVqxYQdeuXenevXuaz2nbtm188GT/zjw9PWnatCmLFy+mdu3aFC1aNM02KlSogKenJ9OmTaNatWr4+PhQokSJLAc6+/bto3379vTt25dWrVrh7+/PpUuXWLhwIePGjaN169ZpzpHu168f/fr1S/MZ48ePx8XFhTfffDPF/g4ZMoShQ4eycOFCunbtmmIbn376Kf/991/837Hg4GDGjx/P4sWLeffdd2860qJTp06MGjWKESNG0KpVK/bt28fIkSMpV65cpoJSJycnRo0axeDBg+nevTtPPPEEISEhvPvuu+kavn67fO8AW7Zsia8OHxoaimVZzJw5EzD1JAICAgAYNGgQ33zzDb179+ajjz6iaNGifPvtt+zbty/JCgQiIpKCnKsxJyIit0JgYKDVv39/q0yZMpabm5vl7e1t1atXzxo+fLgVHBwcf92N1dcty7IuXLhgPfXUU5a/v7/l4uJiBQQEWG+88YYVERERf82CBQusDh06WCVLlrTc3NysokWLWg888IC1Zs2aJG1dvXrVevvtt60qVapYbm5ulq+vr1WrVi3rpZdess6cOZPmZ7BXX7+ZgIAAq2PHjqmeS1zR3LIs69KlS9YLL7xglSlTxnJ1dbWKFi1qdezY0dq7d2/8NdHR0dZnn31m1alTx/Lw8LB8fHysqlWrWkOGDLEOHDhw0z5t377dAqxKlSolOT569GgLsIYNG5auvk6fPt2qWrWq5erqagHWiBEjLMtK/bsZMWJEitW4b/z877//vnXPPffE//l5e3tbdevWtd5//30rPDw8/trEVcDTkrgK+Llz5yw3NzerW7duafbB09PT6ty5c6rXzJ8/32revLlVpEgRy8XFxcqXL5/VokWL+GroNxMZGWn973//s0qWLGl5eHhY9evXt+bOnWv1798/SaX0tD5j4u/c7qeffrIqVapkubm5WZUrV7YmTJiQrM3UPvPt8L1bVkJ1/5ReN64GcObMGeuxxx6zChYsaHl4eFh33313mqsbiIiIYbOsTC4OKyIiIiIiIiJZojnlIiIiIiIiIjlEQbmIiIiIiIhIDlFQLiIiIiIiIpJDFJSLiIiIiIiI5BAF5SIiIiIiIiI5REG5iIiIiIiISA5xyekOZLe4uDhOnTpFvnz5sNlsOd0dERERERERyeMsy+LKlSuUKFECJ6e0c+E5GpSvXr2aTz/9lK1bt3L69GnmzJlDt27d4s8PGDCAyZMnJ7mncePG/PPPP+l+xqlTpyhdurSjuiwiIiIiIiKSLsePH6dUqVJpXpOjQXlYWBh16tRh4MCB9OzZM8Vr7r//fiZOnBj/3s3NLUPPyJcvH2C+jPz582e+syIiIiIiIiLpEBoaSunSpePj0bTkaFDeoUMHOnTokOY17u7uFC9ePN1tRkZGEhkZGf/+ypUrAOTPn19BuYiIiIiIiNwy6ZlCnesLva1cuZKiRYtSuXJlnnjiCYKDg9O8/sMPP8TX1zf+paHrIiIiIiIiklvZLMuycroTYH5BuHFO+YwZM/Dx8SEgIICgoCDeeecdYmJi2Lp1K+7u7im2c2Om3D5s4PLly8qUi4iIiIiISLYLDQ3F19c3XXForq6+/uCDD8bv16xZk4YNGxIQEMDChQvp0aNHive4u7unGrCLiIiIiIiI5Ca5Oii/kb+/PwEBARw4cCCnuyIiIiIiIpKEZVnExMQQGxub012RbObs7IyLi4tDlt2+rYLyCxcucPz4cfz9/XO6KyIiIiIiIvGioqI4ffo04eHhOd0VuUW8vLzw9/fP8AphN8rRoPzq1ascPHgw/n1QUBCBgYEULFiQggUL8u6779KzZ0/8/f05cuQIb775JoULF6Z79+452GsREREREZEEcXFxBAUF4ezsTIkSJXBzc3NIBlVyJ8uyiIqK4ty5cwQFBVGpUiWcnDJfQz1Hg/ItW7bQpk2b+PfDhg0DoH///nz33Xfs3LmTKVOmEBISgr+/P23atGHGjBnpWutNRERERETkVoiKiiIuLo7SpUvj5eWV092RW8DT0xNXV1eOHj1KVFQUHh4emW4rR4Py1q1bk1bx90WLFt3C3oiIiIiIiGReVrKlcvtx1J+3/taIiIiIiIiI5BAF5SIiIiIiIiI5REG5iIiIiIiIpMpmszF37tyc7kaGDRgwgG7duuV0N25KQbmIiIiIiMgd6syZMzz//POUL18ed3d3SpcuTefOnVm2bFlOdy3eu+++i81mw2az4ezsTOnSpRk8eDDnzp1L876xY8cyadKkW9PJLLit1ikXERERERERxzhy5AjNmjXDz8+PTz75hNq1axMdHc2iRYt49tln2bt3b053MV6NGjVYunQpsbGx/Pvvvzz++OOcPHmSv/76K9m1sbGx2Gw2fH19c6CnGadMuYiIiIiIiINZFoSF3fpXGotbJfPMM89gs9nYtGkTvXr1onLlytSoUYNhw4bxzz//pHrfzp07ueeee/D09KRQoUI8+eSTXL16Nf78ypUradSoEd7e3vj5+dGsWTOOHj0af/6PP/6gQYMGeHh4UL58ed577z1iYmLS7KuLiwvFixenZMmSdOrUiaFDh7J48WKuXbvGpEmT8PPzY8GCBVSvXh13d3eOHj2abPh6XFwcH3/8MRUrVsTd3Z0yZcowevTo+PMnT57kwQcfpECBAhQqVIiuXbty5MiR9H+hmaRMuYiIiIiIiIOFh4OPz61/7tWr4O198+suXrzI33//zejRo/FO4QY/P78U7wsPD+f+++/n7rvvZvPmzQQHBzN48GCee+45Jk2aRExMDN26deOJJ55g+vTpREVFsWnTJmw2G2CWve7Xrx9ffvklLVq04NChQzz55JMAjBgxIt2f09PTk7i4uPhgPjw8nA8//JCffvqJQoUKUbRo0WT3vPHGG/z444+MGTOG5s2bc/r06fjRAOHh4bRp04YWLVqwevVqXFxceP/997n//vvZsWMHbm5u6e5bRikoFxERERERucMcPHgQy7KoWrVqhu6bNm0a165dY8qUKfHB/Ndff03nzp35+OOPcXV15fLly3Tq1IkKFSoAUK1atfj7R48ezeuvv07//v0BKF++PKNGjeLVV19Nd1C+d+9evvvuOxo1akS+fPkAiI6O5ttvv6VOnTop3nPlyhXGjh3L119/Hf/sChUq0Lx5cwB+/fVXnJyc+Omnn+J/QJg4cSJ+fn6sXLmS++67L0PfU0YoKJcsCQ6Gixchg/9bFhERERHJ07y8TNY6J56bHtb1ce72ADS99uzZQ506dZJk15s1a0ZcXBz79u2jZcuWDBgwgPbt23PvvffSrl07+vTpg7+/PwBbt25l8+bNSYaNx8bGEhERQXh4OF6pfICdO3fi4+NDbGwskZGRtG7dmnHjxsWfd3Nzo3bt2mn2OzIykrZt26Z4fuvWrRw8eDA+yLeLiIjg0KFDN/9iskBBuWRaRATcfTecPAlBQVCiRE73SEREREQkd7DZ0jeMPKdUqlQJm83Gnj17MrRsmGVZqQbyiTPMQ4cO5e+//2bGjBm8/fbbLFmyhLvvvpu4uDjee+89evTokex+Dw+PVJ9bpUoV5s+fj7OzMyVKlMDd3T3JeU9PzzR/YPD09Ezzc8XFxdGgQQOmTZuW7FyRIkXSvDerVOhNMu2HH0wwHhUFu3fndG9ERERERCS9ChYsSPv27fnmm28ICwtLdj4kJCTF+6pXr05gYGCSe9atW4eTkxOVK1eOP1avXj3eeOMN1q9fT82aNfnll18AqF+/Pvv27aNixYrJXk5OqYenbm5uVKxYkXLlyiULyNOjUqVKeHp6prrUW/369Tlw4ABFixZN1q/sruKuoFwyJTwcPvww4f3x4znXFxERERERybhvv/2W2NhYGjVqxKxZszhw4AB79uzhyy+/pEmTJine88gjj+Dh4UH//v3ZtWsXK1as4Pnnn+fRRx+lWLFiBAUF8cYbb7BhwwaOHj3K4sWL2b9/f/y88uHDhzNlyhTeffdddu/ezZ49e+Kz6dnJw8OD1157jVdffZUpU6Zw6NAh/vnnH8aPHx//uQoXLkzXrl1Zs2YNQUFBrFq1ihdeeIETJ05ka980fF0y5Ztv4OzZhPfZ/PdUREREREQcrFy5cmzbto3Ro0fz8ssvc/r0aYoUKUKDBg347rvvUrzHy8uLRYsW8cILL3DXXXfh5eVFz549+fzzz+PP7927l8mTJ3PhwgX8/f157rnnGDJkCADt27dnwYIFjBw5kk8++QRXV1eqVq3K4MGDs/3zvvPOO7i4uDB8+HBOnTqFv78/Tz31VHy/V69ezWuvvUaPHj24cuUKJUuWpG3btuTPnz9b+2WzrIysZHf7CQ0NxdfXl8uXL2f7l3mnuHIFypWDCxdMgbe9e2HwYPjxx5zumYiIiIjIrRcREUFQUBDlypVLc1605C1p/blnJA7V8HXJsC+/NAF55cowbJg5pky5iIiIiIhIxmn4umRISAh89pnZHzEC7IUINadcREREREQk45QplwwZM8YE5tWrw4MPQunS5rgy5SIiIiIiIhmnoFzS7cIFE5QDvPceODtDqVLm/eXLZq65iIiIiIiIpJ+Cckm3zz4zgXedOtCjhznm4wN+fmZf2XIREREREZGMUVAu6RIcbAq8AYwcCU6J/ubYs+WaVy4iIiIiIpIxCsolXT7+GMLD4a67oHPnpOfsQbky5SIiIiIiIhmjoFxu6tQp+PZbsz9yJNhsSc/bi70pUy4iIiIiIpIxCsrlpj78ECIioGlTaN8++XllykVERERERDJHQbmk6dgxGDfO7I8alTxLDsqUi4iIiIiIZJaCcknT6NEQFQWtW8M996R8jQq9iYiIiIjcfoKDgxkyZAhlypTB3d2d4sWL0759ezZs2BB/TdmyZbHZbPz666/J7q9RowY2m41JkyYlO/fBBx/g7OzMRx99lK6+2J+T+PX6669n+rPdThSUS6oOH4YJE8z+qFGpX1esmNmeP5/9fRIREREREcfo2bMn27dvZ/Lkyezfv5/58+fTunVrLl68mOS60qVLM3HixCTH/vnnH86cOYO3t3eKbU+cOJFXX32VCfaAIh1GjhzJ6dOn419vv/12xj/UbcglpzsgudeoURATA/fdB82bp36dr6/ZXr58a/olIiIiIpLbWZZFeHT4LX+ul6sXtpTmnN4gJCSEtWvXsnLlSlq1agVAQEAAjRo1SnbtI488wpgxYzh+/Dilr89dnTBhAo888ghTpkxJdv2qVau4du0aI0eOZMqUKaxevZqWLVvetE/58uWjePHiN70ur1FQLinavx/s//tKK0sOCUF5ZKQpCOfhkb19ExERERHJ7cKjw/H50OeWP/fqG1fxdks5e52Yj48PPj4+zJ07l7vvvht3d/dUry1WrBjt27dn8uTJvP3224SHhzNjxgxWrVqVYlA+fvx4HnroIVxdXXnooYcYP358uoLyjz/+mFGjRlG6dGl69+7NK6+8gpub203vu91p+Lqk6L33IC4OOnWCFH4sSyJfvoR9ZctFRERERHI/FxcXJk2axOTJk/Hz86NZs2a8+eab7NixI8XrBw0axKRJk7Asi5kzZ1KhQgXq1q2b7LrQ0FBmzZpFv379AOjXrx8zZ84kNDQ0zf688MIL/Prrr6xYsYLnnnuOL774gmeeeSbLn/N2oEy5JLN7N0yfbvZHjrz59c7OkD8/hIaaoNw+x1xERERE5E7l5erF1Teu5shz06tnz5507NiRNWvWsGHDBv7++28++eQTfvrpJwYMGJDk2o4dOzJkyBBWr17NhAkTGDRoUIpt/vLLL5QvX546deoAULduXcqXL8+vv/7Kk08+mWpfXnrppfj92rVrU6BAAXr16sXHH39MoUKF0v2ZbkcKyiWZd98Fy4IePaBevfTd4+ubEJSLiIiIiNzpbDZbuoaR5zQPDw/uvfde7r33XoYPH87gwYMZMWJEsqDcxcWFRx99lBEjRrBx40bmzJmTYnsTJkxg9+7duLgkhJpxcXGMHz8+zaD8RnfffTcABw8ezPNBuYavSxKBgTBzplmP/L330n+ffV55SEh29EpERERERG6F6tWrExYWluK5QYMGsWrVKrp27UqBAgWSnd+5cydbtmxh5cqVBAYGxr9Wr17N5s2b2bVrV7r78e+//wLg7++fuQ9yG1GmXJIYMcJsH3wQatZM3z0xcTFcrjcK3EoREjIYuHm1RxERERERyTkXLlygd+/eDBo0iNq1a5MvXz62bNnCJ598QteuXVO8p1q1apw/fx4vr5SHyI8fP55GjRqlWNStSZMmjB8/njFjxiQ7t2HDBv755x/atGmDr68vmzdv5qWXXqJLly6UKVMmax/0NqCgXOJt3gzz54OTkxnCnl6/7/6d4xVGQgX4KOhvOkRNxsft1leaFBERERGR9PHx8aFx48aMGTOGQ4cOER0dTenSpXniiSd48803U70vtaHkUVFRTJ06lddeey3F8z179uTDDz/k448/TlZR3d3dnRkzZvDee+8RGRlJQEAATzzxBK+++mrmP+BtxGZZlpXTnchOoaGh+Pr6cvnyZfLnz5/T3cnVOnSAv/+Gxx6DyZPTf1+7Ke1YFrQs/v2rTV/l43s/zoYeioiIiIjkPhEREQQFBVGuXDk8tD7wHSOtP/eMxKGaUy4ArF9vAnJnZxg+PP33BV0KMgG5ZYPlZkHzP/b/kU29FBERERERyVsUlAsA77xjtgMHQoUK6b/vp20/AVA2ri1seg6b5cSe83s4fvl4NvRSREREREQkb1FQLqxcCcuXg6srvP32za8/c/UMX/zzBQ3HNeSDtR8A0MRjMET4UTiyEQBLDi/Jxh6LiIiIiIjkDSr0doezrIQs+RNPQEBAytddjbrK3L1zmbpjKksOLyHOigPAxcmFfrX70fBUD6YDBUPu41zxf1hyeAmD6g26NR9CRERERETkNqWgPI9bsQK++gq+/RaKF09+fskSWLsW3N3hxiKLMXExLD28lKk7pjJn7xzCo8Pjz91d6m761epHnxp9KOJdhOnTzXGv0/dC8ZEsPbyUOCsOJ5sGY4iIiIiIiKRGQXkeN3y4Cbpr1IBRo5KeS5wlf/ppKFkSLMti6+mtTN0xlem7phMcFhx/fcWCFelXqx+P1H6EigUrJmnL1/d6m8cbk69xPs6HnyfwTCD1/etn58cTERERERG5rSkoz8MiI83a42Ay5nabNplgvFQps+/lBQ89E8To1b8wdedU9p7fG39tYa/C9K3Rl361+9GoZCNsNluKz/LzM9vQEFealG7C4kOL2XJqi4JyERERERGRNCgoz8O2bjWBOcDGjXD1Kvj4wGuvmeJuuF2BBr9Q8IGpNP5lbfx9Hi4edKvajX61+nFfhftwdXa96bPsmfLLl6FusbosPrSY7We2O/5DiYiIiIiI5CEKyvOwtQlxNjExsG4dVK16PSDHIt+z93LFdyMnABs22pZvS79a/eherTv53dNe4P5GiYPy2sXqABB4NtABn0JERERERCTvUlCeh61bZ7bu7iZjvny5yZ4D1O6+mB2+G/F29ea91u/Rt2ZfSuYvmeln2YPymBio4lsXgO1ntqvYm4iIiIiISBoULeVRlpUQlA8ebLaLFsGUKWY/rvEYc67+YF5u+nKWAnIww+Kdrv9tKupcGXdnd8Kiwzh86XCW2hURERERkewRHBzMkCFDKFOmDO7u7hQvXpz27duzYcOG+GvKli2LzWbj119/TXZ/jRo1sNlsTJo0Kdm5Dz74AGdnZz766KN09WX06NE0bdoULy8v/OwFq25w7NgxOnfujLe3N4ULF2bo0KFERUWlq/3cTEF5HrVvH1y4AB4e8PLL5tj27ea4e6n/2BWxCBs2hjYe6pDn2WwJ2fKwKy7UKlYLgMAzgQ5pX0REREREHKtnz55s376dyZMns3//fubPn0/r1q25ePFikutKly7NxIkTkxz7559/OHPmDN7e3im2PXHiRF599VUmTJiQrr5ERUXRu3dvnn766RTPx8bG0rFjR8LCwli7di2//vors2bN4mV7sHMb0/D1PMo+n7xxYyhXDgYOhPnzTTa70hM/st6CblW7Ub5AeYc909cXLl0y88rrFKvDllNb2H5mO72q93LYM0REREREbguWBeHht/65Xl4mY3YTISEhrF27lpUrV9KqVSsAAgICaNSoUbJrH3nkEcaMGcPx48cpXbo0ABMmTOCRRx5hin0obiKrVq3i2rVrjBw5kilTprB69WpatmyZZn/ee+89gBSz7gCLFy/mv//+4/jx45QoUQKA//u//2PAgAGMHj2a/PkzVhMrN1GmPI+yD11v3txsJ0yA8+chOBguFVoEwCO1HnHoM+2Z8pAQqFu8LqBibyIiIiJyhwoPN3M8b/UrnT8E+Pj44OPjw9y5c4m0L9mUimLFitG+fXsmT558/aOFM2PGDAYNGpTi9ePHj+ehhx7C1dWVhx56iPHjx2fsu0vBhg0bqFmzZnxADtC+fXsiIyPZai+cdZtSUJ5H2TPlzZolPX4i9AR7zu/ByebEPeXucegz7VM/7Jly0PB1EREREZHcyMXFhUmTJjF58mT8/Pxo1qwZb775Jjt27Ejx+kGDBjFp0iQsy2LmzJlUqFCBunXrJrsuNDSUWbNm0a9fPwD69evHzJkzCQ0NzVJ/z5w5Q7FixZIcK1CgAG5ubpw5cyZLbec0BeV50NmzcPCgGbXSpEnSc8sOLwOgYYmGFPAs4NDnJlmrvHhdnGxOnAg9wcnQkw59joiIiIhIruflBVev3vqXl1e6u9izZ09OnTrF/Pnzad++PStXrqR+/fopDiHv2LEjV69eZfXq1UyYMCHVLPkvv/xC+fLlqVPHJOnq1q1L+fLlUywUl1G2FIblW5aV4vHbiYLyPMg+dL1mzYTstd3SoKUAtCvXzuHPTRyU53PPF58tX3NsjcOfJSIiIiKSq9ls4O19618ZDFA9PDy49957GT58OOvXr2fAgAGMGDEi2XUuLi48+uijjBgxgo0bN/LIIylPhZ0wYQK7d+/GxcUl/rV79+4sD2EvXrx4soz4pUuXiI6OTpZBv90oKM+DbpxPbmdZFksPXw/Kyzs+KLf/ABASYrYtyrQAYM1RBeUiIiIiIreD6tWrExYWluK5QYMGsWrVKrp27UqBAslH3e7cuZMtW7awcuVKAgMD41+rV69m8+bN7Nq1K9P9atKkCbt27eL06dPxxxYvXoy7uzsNGjTIdLu5gaqv50GpzSfffW43Z66ewdPFk6almzr8uYkLvQG0CGjBl5u+VKZcRERERCSXuXDhAr1792bQoEHUrl2bfPnysWXLFj755BO6du2a4j3VqlXj/PnzeKUyRH78+PE0atQoxUrrTZo0Yfz48YwZMybFe48dO8bFixc5duwYsbGxBAYGAlCxYkV8fHy47777qF69Oo8++iiffvopFy9e5H//+x9PPPHEbV15HZQpz3PCw2HbNrN/Y6Z8/r75ALQu2xp3F3eHP7tIEbM9d85s7ZnyXcG7uHTtksOfJyIiIiIimePj40Pjxo0ZM2YMLVu2pGbNmrzzzjs88cQTfP3116neV6hQITw9PZMdj4qKYurUqfTs2TPF+3r27MnUqVOJiopK8fzw4cOpV68eI0aM4OrVq9SrV4969eqxZcsWAJydnVm4cCEeHh40a9aMPn360K1bNz777LNMfPrcxWZZlpVTD1+9ejWffvopW7du5fTp08yZM4du3bqleO2QIUMYN24cY8aM4cUXX0z3M0JDQ/H19eXy5cu3/S8o6bFyJbRpAyVLwvHjSaeUNBzXkK2nt/Jj5x8ZXH+ww5/966/w0EPQqpXpB0Dlrypz4OIB/njoDzpV7uTwZ4qIiIiI5LSIiAiCgoIoV64cHh4eOd0duUXS+nPPSByao5nysLAw6tSpk+YvMQBz585l48aNSdakk5Qlnk+eOCA/dvkYW09vxcnmRJcqXbLl2UWLmq09Uw6aVy4iIiIiIpKWHJ1T3qFDBzp06JDmNSdPnuS5555j0aJFdOzY8Rb17PZln09+49D1OXvmACZILupdNFuebQ/Kg4MTjrUIaMGEwAmaVy4iIiIiIpKCXF3oLS4ujkcffZRXXnmFGjVqpOueyMhIIiMj499ndZH620lsLGzYYPZvLPI2e+9sAHpU65Ftz7cH5RcuQEwMuLgkZMq3nNrCtehreLomn38iIiIiIiJyp8rVhd4+/vhjXFxcGDp0aLrv+fDDD/H19Y1/lS5dOht7mLvs3n19jfB8UKtWwvEDFw7EDx/vVrVbtj2/UCEzZN6yTGAOUL5Aefx9/ImOi2bjyY3Z9mwREREREZHbUa4Nyrdu3crYsWOZNGkStsSTo2/ijTfe4PLly/Gv48ePZ2Mvcxf7fPK77zZZaruxG8diYdGpcifK+JbJtuc7O5vAHBKGsNtsNloEaF65iIiIiOR9OVhDW3KAo/68c21QvmbNGoKDgylTpgwuLi64uLhw9OhRXn75ZcqWLZvqfe7u7uTPnz/J606R0nzyS9cuMTFwIgAv3f1StvchxXnl9mJvmlcuIiIiInmQq6srAOHh4TncE7mV7H/e9j//zMq1c8offfRR2rVrl+RY+/btefTRRxk4cGAO9Sp3277dbBs1Sjg2duNYwqPDqV2sNm3Ktsn2PhQtCv/9l3IF9g0nNhATF4OLU679ayciIiIikmHOzs74+fkRfD0z5eXllaHRvnJ7sSyL8PBwgoOD8fPzw9nZOUvt5Wh0dPXqVQ4ePBj/PigoiMDAQAoWLEiZMmUoZB8LfZ2rqyvFixenSpUqt7qruV5cHBw6ZPYrVzbbyYGTeW/VewD8r8n/bsl/GFLKlNcsWhNfd18uR14m8EwgDc86w5NPgo8PNG4Mw4Yl3CgiIiIichsqXrw4QHxgLnmfn59f/J97VuRoUL5lyxbatEnI3g4bNgyA/v37M2nSpBzq1e3p5EmIiDBzycuUgd92/8ag+YMAGNpoKP1q97sl/UgpKHd2cqZZmWb8eeBPguZMpOEbP8OVK+bkypXw22+wcCFUq3ZL+igiIiIi4mg2mw1/f3+KFi1KdHR0TndHspmrq2uWM+R2ORqUt27dOkOT448cOZJ9nblNxMXB77/D+PEQHQ3z55tq6/YBB+XLw1+H/uCR2Y8QZ8XxRP0n+OL+L27Z8JkiRcz2xh8IW5ZpyelVf9J19PcQHQetWkH//vD++3D4sFnDbd06BeYiIiIicltzdnZ2WLAmd4ZcW+hNUvbee9C3LyxZYpLMf/5pjtuDct/6S+j1ey9i4mLoV7sf33X87pbOZ0kpUw7QIqAF24vDoqouWN26wd9/w8CB8M8/ZhL8pUvQsWPyG0VERERERPIwBeW3kYsX4fPPzX7FimZrr7h+4ABQZi3/VulKVGwUPav1ZGLXiTg73dpf6VILyhuWaIibmwe9ukax77tR4OFhThQpYoauly8PQUHQsqX5tUFEREREROQOoKD8NvLVV3D1KtSubUZ9Q0JQvu/QNejxCDG2azxQ6QF+6flLjlQ5twfliauvA7g5u9G4ZGOiXGDNyQ1JTxYubALz4sVh3z5o0wYee0xZcxERERERyfMUlN8mrlyBsWPN/ptvJqxFvmMHhIbCRttY8DtGEbfS/N77d9yc3XKkn6llyuEm65VXrWrWUnv6abDZ4OefoUoV+P57iI3Nxh6LiIiIiIjkHAXlt4nvvzfTritXhl69oGRJKFsW4pzD+ebvpZyt/AEArzX8AC9Xrxzrpz0oDw011eATaxGQRlAOUKAAfPutmWdevz6EhJggvUsXyEBBQBERERERkduFgvLbQEQE/N//mf3XXwd7Mce7Wl6AF8rx5p57wf0KnGrA860fzrmOAr6+4Opq9m8cwt6kVBMAjoQc4UL4hdQbadQINm0y4/U9PU01uxkzsqnHIiIiIiIiOUdB+W1gwgQ4exZKl4ZHHkk47lTnV/AJhgg/2PEIARtn4uaas3+kNlvqy6Llc89HES9z8kToibQbcnaG556Dt94y7197Da5dc3BvRUREREREcpaC8lwuOho++cTsv/oquCWaKr7PbZrZWTkCZk+leomyt7x/KSlWzGzPnEl+rmT+kkA6gnK7l16CUqXg2DEYM8ZBPRQREREREckdFJTnctOmwdGjJtB9/PGE44cvHSbwwgZsOFHfrS8AnTrlUCdvUNLE3Zw8mfxcqfylzLkrKZxMiZcXfPih2X//ffNliIiIiIiI5BEKynOhoCCzDvmQIfDRR+bYsGFmerXdLzt/AaBd+bZsXVWcyEh45pkc6GwKSpc22+PHk58rlc8E5enOlIMZs9+ihRm+/sILDuihiIiIiIhI7qCgPBdavhwOHYJx48yy3QUKmCLkic3aMwuAR2qZSeZuObMCWopKmbibEynE3fbh6ydD05kpBzNR/dtvwcUF5s2DP/5wQC9FRERERERynoLyXOjGquUvvgj58iW8tyyLfef3AdC8TPNb17F0SjNTfn34+okrGciUA9SsaeaXAwwdCuHhWeihiIiIiIhI7qCgPBc6f95s+/WD2bMTCpDHnw8/z7WYa9iwUdq39K3v4E2kmSnPl8FCb4kNH24aP3IEPvgg8x0UERERERHJJRSU50L2THnNmtC9e8K65HZHQo4AUCJfCdycc9G49esSZ8otK+m5+EJvGRm+bufjA2PHmv1PPzXrxImIiIiIiNzGFJTnQvZMeeHCKZ8/etlUIA/wC7hFPcoYe/X18HAICbnh3PU55ZcjL3M16mrGG+/eHRo1gqgoGD8+ax0VERERERHJYQrKcyF7prxIkZTP2zPlAb65Myj39IRChcz+jfPK87vnJ5+bmSCfqWy5zQbPPmv2v/8eYmKy0FMREREREZGcpaA8F7pZptwelJf1K3tL+pMZ9iHsaVVgz9S8coA+fUzUf/w4LFyYyR6KiIiIiIjkPAXluZA9KE8tUx4/fD2XZsohodhbWhXYT17JRKYcwMMDHn/c7D/zDKxenbl2REREREREcpiC8lwmMhKuXDH7eTZTnpUK7HYvvwxVq8KpU9CmDYwcCbGxmW9PREREREQkBygoz2XsWXJnZ/D1TX7esiyOhuTuQm+Qzkx5ZuaU2xUtClu2wIABEBcHI0ZA27ZwMgttioiIiIiI3GIKynMZe5G3woXBKYU/nUsRl7gSZVLpuXn4eroy5VeykCkH8PaGiRPh55/N/qpVUKcOLFuWtXZFRERERERuEQXlucxNl0O7niUv6l0UT1fPW9SrjLNnylMKyu0Z/sOXDjvmYf36wbZtUK8eXLgADz4IoaGOaVtERERERCQbKSjPZdK7HFpunk8OCZnyY8fM6PLEqhepDsC+8/uIjo12zAMrV4YNG6BKFROYf/GFY9oVERERERHJRgrKc5mbZspvg8rrAGXLgrs7XLsGQUFJz5XxLYO3qzfRcdEcvHjQcQ91dzcF3wA++8wE5yIiIiIiIrmYgvJcJq9kyl1coEYNs799e9JzTjan+Gz57nO7HfvgXr2gbl1Twv7TTx3btoiIiIiIiIMpKM9lbpYpbxnQkqcaPEXLgJa3rlOZVKeO2d4YlAPUKGoi9t3BDg7KnZwSsuXffAMXLzq2fREREREREQdSUJ7L3CxT3qNaD77r9B2dKne6dZ3KpLSC8ppFagLZkCkH6NQJateGq1fhq68c376IiIiIiIiDKCjPZW6WKb+d1K5ttmllyncF73L8g202ePNNsz92rCqxi4iIiIhIrqWgPJe5Wab8dmLPlB85ApcvJz1Xo4gJyg9cPEBUbJTjH96rl6nEfulSpuaWW5bjuyQiIiIiInIjBeW5TF7KlBcsmLBe+c6dSc+Vyl+K/O75iYmLYf+F/Y5/uLMzfPCB2f+//4OTJ9N12+nTULw4DB3q+C6JiIiIiIjcSEF5LhIXl7eCckh9XrnNZkuowO7oYm923btDs2ZmXbbhw9N1y5o1cPYsfPcdBAdnT7dERERERETsFJTnIlevQmys2S9UKGf74ihpFXurXdRMOt90clP2PNxmSxi6PmVKurLlp06ZbWwsTJ+ePd0SERERERGxU1Cei1y9arZOTuDhkbN9cZS0ir21KdcGgGVBy7KvA02aQIsWEBMD48bd9HJ7UA7w88/Z1y0RERERERFQUJ6r2INyHx+T5M0L7JnyXbsSRgHY3VPuHgC2n91OcFg2jhV/7jmz/eEHiEq7qFziZPrWrfDff9nXLREREREREQXluUhYmNl6e+dsPxypUiXw9ITwcDh0KOm5ot5FqVPMRO3Lg5ZnXye6d4cSJcxk8d9+S/NSe6bc09NsH3tMc8tFRERERCT7KCjPRRJnyvMKZ2eoWdPspzSE/d7y9wKw5NCS7OuEqys8/bTZf/FFOHw41UvtQfmnn5pie1u3QvPmEBSUfd0TEREREZE7l4LyXCQvZsoh5XnlYWEmAG5SrB0ASw4vwcqmxcGjoiDupZehYUO4cAG6dIHQ0BSvtQfl990H69ZBQAAcOGCKuN+4rJuIiIiIiEhWKSjPRfJiphwS5pXv2GG2e/eaLHTJktCrUQucLTeOhx7PlvXKQ0NNYN2xlyfMnQv+/rB7N/Trl2yS+5UrCX8G/v5QubIJzGvWNOuXt2wJa9c6vIsiIiIiInIHU1Cei+TVTPmNy6KtWAEREWbfivIi9nArABbsX+jwZwcGwpkzsGwZWCVKmsDc3R3++APefjvJtfYib/nzJ/wwUrIkrF5tMuUhIXDvvSZQFxERERERcQQF5blIXs2U24evHzsGly4lTOl+8UX4/XdwPtwJgOnb/nD4s+1zwaOjTVBNo0YwYYI5+NFHMG1a/LX2oeslSiRto0ABWLzYDGmPiIDPxx9j7t652TbcXkRERERE7hwKynORvJop9/ODMmXM/o4dCVXYK1SAXr2grldHAP69sIaQiBCHPvvIkYT9s2ev7zz8MLz+utl//HHYtAlICMpLlkzejpeXuRSnGP4s3I7uM7qz9PBSh/ZVRERERETuPArKcxF7UJ7XMuWQdAi7PVNevrzZ1ipZAc5VI45YFh1c5NDnJq6anmRps9GjoXNniIyEV18FUs+U25UrB9SZQoT3AQAF5SIiIiIikmUKynMR+/D1vJYph6RBuT1Tbg/KK1YE9nUGYMqOKYRHhzvsuYmD8vhMOYCTE3z1ldlfswbOn4+fU55aUF6idBS0Ghn/ft1xTS4XEREREZGsUVCei9wJmfJly8yPDzYblC1rjlWqBOzpAcCfB/6k3NhyfLb+M8KiwrL83FQz5WDKstepA3FxsHDhTTPl4/Z8AH5HISI/AJtPbSYiJiLLfRQRERERkTuXgvJc5E7IlB89arYlS4KHh9mvWBE42Zj8S6ZS1q8swWHBvLLkFcqOLcvHaz/matTVDD/vyhWzPvmJEwnHkmTK7bp2Ndt589KcU/7j1h8Zufo98+bvLyjgWoyo2Ci2ntqa4b6JiIiIiIjYKSjPRfJyprx8eVMsza5ChYT9ihXNNnTdI2x5bD8TukygQoEKnA8/z+vLXqftlLYZqnT+9ddmWbPRoyHxbWkG5YsWceHENSB5pnz2ntk8tfApACqdfgsCB1LWqRkAa49p4XIREREREck8BeW5SF7OlDs7Q61aCe/t88nBBNBFi5r9o0GuDKw3kL3P7WVS10l4u3qz6eQm1h9fn67nhITAO++Y/U8/TXou2fB1gHr1oHRpCA+n9qm/AfD3Tzi9ImgFD816iDgrjifqP0F7t1EAFLjSHNC8chERERERyRoF5blIXs6UQ8IQdkiaKYeEbPnBg2br4uRC/7r96V2jNwBTtk9J1zPGjLm+HjlwzSS+cXIC8h9nbZHHmPnfzKQ32Gzw0EMADI95B2diKFLEnNp2ehtdf+1KVGwUPar14LuO31G+nM3cdsJkytcdX6f1ykVEREREJNMUlOcieTlTDkmD8sSZcrhe7I2EoNzu0dqPAvDbf7/dtKjapUsmKAeTfberWRNo+ybnS/5M799789icx7gccTnhgtdfJ7ZAIWqym+dcfsDLCw5fOkyHaR24EnWF1mVbM63HNJydnM2yaEDIvjo42Zy4eO0iZ8NSGhcvIiIiIiJycwrKc5G8nimvXTth/8ag3J4pP3Ag6fHWZVtTOn9pQiJCWLB/QZrtr1hhCrxVqQJvvplwvG7T81DjNwBs2Ph5x8/U+b4Oa46uMRcUKMDJJ81SZyNj38Q2ZzZvLnuT4LBg6hWvx7y+8/BwMVXp7EH5scPulPUrC8D+C/vT9wWIiIiIiIjcQEF5LpLXM+W1a4OLixlObg/C7VILyp1sTjxS6xHg5kPYd+ww26ZNoWfPhOPhVSaASxScbMjSh9dSzq8cRy8fpfXk1ry17C2iYqPY1+pJ1tOE/FYo9OzJ06/+xnMbYf6JluR/9R3o0QMaNaJm94p8wzMUPLeXCr6VAQXlIiIiIiKSeQrKc5G8ninPnx+mTYNJk6BQoaTn7EPbN22CM2eSnnu0jhnC/tfBvzgXdi7V9nfuNNtatUyQ36oVuLnHsTH2e3Niy9OUd23K9qe2M7DuQOKsOD5Y+wFD/xrKuUsutGEFUwPeJM7ZiVZBFl/9BaXeHwtffglz5sDmzTgHHeIZvmMntWi72x1QUC4iIiIiIpmnoDyXiItLCMrzaqYcoE8fePTR5MerVYMmTSA6GsaNS3quepHqNCzRkJi4GH7d9Wuqbdsz5fZh8n/8Ab+uW8fxq0HYIn1hV1/OnoV87vmY0HUCU7qZzPuU7VM4ef4KUbgzv9FoerxfizfaQtDdVeGRR+D11806a3Pnwvz5bPK5B1diePqH5RS7oqBcREREREQyT0F5LmGvFA55N1N+M0OHmu1330FUVNJz9oJvP+/4OcV7r16FQ4fMvj0oz5cP1p6fC0DB4K4Q7ZVkWbR+tftRpVAVrsVcY93FWQCE+f/FvMjtfNbKBe+lq2DqVPjwQ3j2WbOmeefOvNtwATuoRf7QK/w8B/af2+uQzy8iIiIiInceBeW5hH0+OYCnZ871Iyf17GnWCD9zBmbNSnqub82+uDi5sPnUZvac25Ps3t27wbKgWDHilzSzLIu5++YCEBDRDYCziQql22w2HqvzGABboqdAzen8XaArYAL2ot5FU+ynRwFPHmQGUW6e3HsYus8/QExcTOY/uIiIiIiI3LFyNChfvXo1nTt3pkSJEthsNubOnZvk/LvvvkvVqlXx9vamQIECtGvXjo0bN+ZMZ7NZ4qHrTnfoTyWurvDUU2b/q6+SnivqXZT2FdoD8Nvu35Lda59PnrjC+67gXRy+dBgPFw+qu98HkCRTDib4BjjptgJ6PUycLZre1XvzQ6cfUu1n/vywl2os7TwWgPeWxXFmydx0fkoREREREZEEORr+hYWFUadOHb7++usUz1euXJmvv/6anTt3snbtWsqWLct9993HuXOpF/u6XeX1yuvp9eSTJjjfsAG2bk16rlf1XgDM2jMr2X03zicHmLt3LgD3lr+XUkXNF3tjEbkyvmW4p9w95k2MO5393mR6z+m4Obul2kf7Gujrqwzmrwa+uFjg9+yw5GPuRUREREREbiJHg/IOHTrw/vvv06NHjxTPP/zww7Rr147y5ctTo0YNPv/8c0JDQ9lhj8DykLxeeT29ihc3xeAgeba8S5UuuDi5sDN4JwcuJF07zf5XolYts70SeYXJ2ycD0K1qN6pUMcfnzIGIiKTtTugygZK7P4Gv9vFUpdE4Ozmn2UdfX7O9HGrj12daEuwFPoeOw9ixGfqsIiIiIiIit81A6aioKMaNG4evry917OtnpSAyMpLQ0NAkr9vBnVB5Pb2ef95sp09POty8oGdB2pRtAyTNlltW0uHrlmUxcN5ADl06hL+PPz2q9aBvXyhVCk6cgB9/TPq8AL8AnDe+ApcDki3VlhJ7pjw0FEoG1OTVe6+feO89mDcPYmMz8alFREREROROlOuD8gULFuDj44OHhwdjxoxhyZIlFC5cONXrP/zwQ3x9feNfpUuXvoW9zTz78PU7PVMO0LgxNGpkRoP/+KP5br76Cvbtg57VegJJg/JTp+DiRXB2NkurfbnxS2btmYWrkyuz+szCz8MPDw946y1z/QcfQHh40mdeuGC2GQ3KKxasyJQ6sKuyn/llpVs3qFABPvkkoVEREREREZFU5PqgvE2bNgQGBrJ+/Xruv/9++vTpQ/CN1boSeeONN7h8+XL86/jx47ewt5mnTHlS9mz5d9/BE0+Y5dLq1wdrbzds2NhyagtHQ44CCUPXq1SByzFnGb5yOABj2o+hSekm8W0OGgRly5p55d99l/CsyMiE7z+N33vi2YPyy5chwDcAywmeeLwovPYaFCwIR4+a/VKlYPBgc6GIiIiIiEgKcn1Q7u3tTcWKFbn77rsZP348Li4ujB8/PtXr3d3dyZ8/f5LX7UCZ8qR694aiReHkSfj1V3MsPByefrQYNfK1AGD2ntlA0vnkby57k9DIUBqWaMjTdz2dpE03N3jnHbP/0UcJ37k9oe3snDBfPC32a0JDTaE4gJ0xJ7E+/NCMj58wAerVM5PXx4+HF1/M1HcgIiIiIiJ5X64Pym9kWRaRkZE53Q2HU6G3pNzdYciQhPfPP28y3QAX1yYdwr5zJ+BzmsM1hjAhcAIAX97/JU625H+9H3sMKlaE8+cTCsmdP2+2BQuCzXbzviUevl4qfykAwqLDuBRxySwyP3CgKR0/f765cMoU2Ls3/R9eRERERETuGDkalF+9epXAwEACAwMBCAoKIjAwkGPHjhEWFsabb77JP//8w9GjR9m2bRuDBw/mxIkT9O7dOye7nS20JFpyTz0FBQpA5cpmHvgnn0C+fHBqmanWv/74eg5cOMCS6BEwtCKb48YB8HKTl5MMW0/MxQVGjDD7n35qRpZnZD45JA3KPV09KeJVBIBjl48lXGSzQefO0LUrxMUlPFRERERERCSRHA3Kt2zZQr169ahXrx4Aw4YNo169egwfPhxnZ2f27t1Lz549qVy5Mp06deLcuXOsWbOGGjVq5GS3s4Uy5cmVKAEHD5qks4+PCZpfegkILYXnhcZYWNT4tgbB1UeCWzj1itzNmoFr+Oy+z9Js96GHTEG4S5fgiy8SgvL0zCeHpHPKIWEI+/HLKdQvGDXKBOi//QZr16bvASIiIiIicsfI0aC8devWWJaV7DVp0iQ8PDyYPXs2J0+eJDIyklOnTjFv3jzuuuuunOxytlGmPGUFCyb9oeKll8DJCa5tNUPYo+Oi4UJFPP+YyZan1tO8TPObtunsDO++a/Y//xwOXF/yPL2Zcvuc8ogIUyHeHpQnyZTb1aqVMO7+8cfh2rX0PURERERERO4It92c8rxKmfL08fODMmWALU/To9Sz9C/yDXzzHw08e+LklI4J4df16mXWNA8NhTffNMfSG5Tny5ewf+UKlM5vlt1LMSgH+Owz8PeH/fsTfg0QERERERFBQXmuoUx5+pUvD0T50NX1a4odfQbiXKldO2NtODnB6NFJj6U3KHdxAS8vs5+4Avux0FSCcj8/+P57s//557BnT8Y6KyIiIiIieZaC8lxCmfL0q1DBbA8fTrocWkZ16mSWE7fLyOp5ieeVpzmn3K5LF1P4LSbGLJFmWRnvsIiIiIiI5DkKynMJZcrTr3x5sz106PpyaJDhTLndBx/Agw+a/eY3n44eL6W1ylMdvm73+edmsfTFi2HevEz0VkRERERE8hoF5bnE9Okm69u2bU73JPezZ8o3b4aTJ81+zZqZa8vJyXz3Fy5A69bpvy/xsmj2oPzklZPExMWkflPFijBsmNkfPBhOnMhcp0VEREREJM9QUJ5LlCplhmD7+eV0T3I/e6Z83z6zLVs2Y0PPb2SzmSrvGZE4KC/mUwxXJ1firDhOXTmV9o0jRkC9euZXgL59ITIyc50WEREREZE8QUG53HbsmXK7zA5dz4rEc8qdbE6Uyl8KuMm8cgAPD7Nmeb58sG4dtGsH589nc29FRERERCS3UlAutx0/PyhQIOF9TgbloaFmax/CfujSoZvfXLEizJljGlm7Fho3hr17s6mnIiIiIiKSmykol9tS4mx5ZiqvZ1XiQm8AjUs2BmD2ntnpa6BtW9iwAcqVM2Xk774bli7Nhp6KiIiIiEhupqBcbkv2eeWQOzLl/ev2B2DB/gWcvXo2fY1Urw4bN0LTpmYc/P33w7hx2dBbERERERHJrRSUy23JHpR7eJjR4Lda4jnlANWLVKdxycbEWrFM3TE1/Q0VKQLLlsEjj0BsLAwZAn//7fgOi4iIiIhIrqSgXG5L9uHr1auDi8utf/6NmXKAgXUHAjAxcCKWZaW/MQ8P+PlnGDTIvP/xRwf1UkREREREcjsF5XJb6t4dunaFd97JmeffOKccoG/Nvni4eLD73G62nNqSsQZtNnjhBbO/YAFcuuSYjoqIiIiISK6moFxuS4UKwdy50K1bzjw/pUy5r4cvPav1BGDCvxMy3mjt2uYVFQW//+6AXoqIiIiISG6noFwkE26cU25nH8I+fdd0rkVfy3jD/fqZ7dQMzEsXEREREZHbloJykUxIKVMO0KZcGwJ8A7gceZm5e+dmvOGHHjJD2desgQMHstxPERERERHJ3RSUi2SCfU755csQF5dw3MnmRP86Znm0CYGZGMJeqhR06GD2v/8+i70UEREREZHcTkG5SCYULw758kFkJCxZkvTcgLoDAFh2eBnHLh/LeOPPPGO2EyfCtUwMgRcRERERkduGgnKRTHB3hwEDzP5XXyU9V65AOdqUbYOFxeTAyRlv/P77ISDAVGCfMSPLfb2TnTsHW7fmdC9ERERERFKnoFwkk557zmz//BMOHUp6zl7wbdL2ScRZcWSIszM89ZTZHzcui728s3XvDg0bwu7dOd0TEREREZGUKSgXyaTKlU1S27KST//uWb0n+dzycfjSYVYfXZ3xxgcMACcn2LAhecQv6XL5Mqxfb/b378/ZvoiIiIiIpEZBuUgWPPig2QYGJj3u5epF92rdATO3PMOKF4d77zX706ZlvoN3sH/+MT+YAFy4kLN9ERERERFJjYJykSzw9zfb4ODk56oVrgbAsdBMFHuDhDXLf/45IbqUdFu7NmFfQbmIiIiI5FYKykWyoEgRsz13Lvm50vlLA2SuAjtAt27g5QUHD8LGjZlr4w62bl3CvoJyEREREcmtFJSLZIE9KD9/Pnkyu4xvGQCOXz6eucZ9fKBHD7Ovgm8ZEh1thq/bnT+fc30REREREUmLgnKRLLAH5dHRprBYYvFBeejxjFdgt7OvWT5tWspj5CVFgYFJl3hXplxEREREcisF5SJZ4OFhEtqQfAh7iXwlcLI5ERUbRXBYJgPqJk2gcWOIikpe4l1SZZ9P7uZmtgrKRURERCS3UlAukkVFi5rtjUG5q7Mr/j6mElym55UDvPii2X7zDRw5kvl27iCbN5ttq1Zmq6BcRERERHIrBeUiWWQfwp7S6PIszysH6NkTypUzD6hdGyZPVjX2m9iyxWzbtzdbBeUiIiIiklspKBfJorQqsNuD8ixlyl1dYdkyaNYMrlyBAQOgVy9VL0tFSAgcOGD277vPbC9cgLhMTusXEREREclOCspFsijbg3IwmfJVq+CDD8DFBWbPhlq14K+/stZuHrRtm9mWLQuVK5v9uLjkhfhERERERHIDBeUiWZSuoDw0i0E5gLMzvPGGWbO8WjU4cwY6dYJNm7Ledh6ydavZNmwI7u4Jhfg0hF1EREREciMF5SJZlFZQXjp/aSCLc8pvVL++iTw7dzYp4I8+clzbeYB9PnnDhmZbqJDZKigXERERkdxIQblIFqVWfR0cOHz9Rp6eCcH43Lmwf79j27+N2YPyBg3MtnBhs9UUfBERERHJjRSUi2RReoavnw07S0RMhGMfXL26Gb5uWfD5545t+zZ16RIcPmz27UG5MuUiIiIikpspKBfJorSWRCvoWRAvVy8gG7LlAK+8YrZTppjK7Hc4+3zyChWgQAGzr6BcRERERHIzBeUiWZQ4U37j8uE2m43axWoDsOboGsc/vEULU2L82jUzjP0Od+PQdVBQLiIiIiK5m4JykSyyB+VRUSknq9tXaA/AokOLHP9wmw0eftjs//KL49u/zdxY5A0S5pSfPR/Fj1t/JDgshSENIiIiIiI5REG5SBZ5eZkXpDyv3B6ULz28lNi4WMd3wB6UL1mS8hj6O0ji5dDs7Jnydc6jeXLBk/T+vTfWjUMaRERERERyiIJyEQdIXIH9yhVYuBCGDYM+faBY7F34efhxKeISm09tdvzDK1WCu+6C2FiYMcPx7d8mzp+HI0fMfv36CccLFQJcrnHQ71sAVh9dzV8H/7rl/RMRERERSYmCchEHsA9h79cPChY0RdHHjIHff4cpk1xoV74dAH8f/Dt7OvDQQ2Y7e3b2tH8bsGfJK1UCX9+E44UKAbWnEe2WsCbaG8veIM6Ku7UdFBERERFJgYJyEQcoWdJsDx2CmBgoXx5q1jTHzpyB+yvcD2TTvHKALl3Mds0aCAnJnmfkcinNJwcoVMiCu78A4K0Wb+Hr7suOszuYHDj51nZQRERERCQFCspFHODdd2HoUPjpJwgKMsH5M8+Yc2fPEp8p33JqC2FRYY7vQIUKUK2aGcK+eLHj278NpDSfHOC8679QdDdEeTO0wSu83fJtAF5b+hohESG3tpMiIiIiIjdQUC7iAHXqwNix8PjjULasOWafZ372LJTxLUOp/KWIiYth08lN2dOJTp3MdsGC7Gk/l0tpOTSAf0OXmJ3DbTl52JehjYdStXBVzoWf453l79zaToqIiIiI3EBBuUg2KVbMbIODzXrlzUo3A2Dd8XXZ88COHc32r79MxvwOEhwMx4+bFeLq1Ut6blnQUrNzuB07doCbsxtfd/gagG+3fEvgmcBb21kRERERkUQUlItkk8SZcoDmZZoDsPbY2ux5YNOm4OdnypBv3Jg9z7iJ/fvN9PZ//rm1z7UPXa9SBfLnTzh+Lfoaa46uMW8Ot2P7drPbtnxb+tToQ5wVx3N/PqeibyIiIiKSYxSUi2QTe6b86lUID4eogyZTvuHEhuxZr9zVFTp0MPvz5jm+/XSYOhX++AM+++zWPje1Im/rjq8jMjYSP+cScL5qfFAO8H/3/R/ert6sO76On7f/fOs6KyIiIiKSiIJykWySPz+4uZn95cvh5Udr4RSdj9DIUHYF78qeh/boYbazZ4NlZc8z0nDypNlu23Zrn5vafPKlh83Q9eb+9wI2tm9P+FpK5S/F8FbDAXh16asq+iYiIiIiOUJBuUg2sdkSsuXLlgFxLsQduxvIxiHs998P7u5w8CDsyqbAPw2nT5ttUBBcunTrnptapnzlkZUAdK/TFmdnuHABTp1KOP/i3S9StXBVgsOCGb5i+K3prIiIiIhIIgrKRbKRPShfZ6/tFtQGgO+3fp89Q9h9fKB9e7M/e7bj278Je1AOty5bfvq0CbSdnKBu3aTngkKCAGhYug5VqphjO3YknE9c9O2bzd+w8+zOW9BjEREREZEECspFspG92Nu//14/sHUIXrYC7ArexcTAidnzUPsQ9pkzIe7WFjBLnIW+VUG5vchb1armNwm7qNgogsOCASiRrwR16pjjieeVgyn61rlyZ+KsOH7/7/db0GMRERERkQQKykWykT1THhNz/cC1gjQMM8Ok31nxDpcjLjv+oZ07myHsu3bBiy/esrnlMTFw7lzC+1sVlKc2dP3M1TMAuDq5UsizELVrm+MpjepvV74dgJZHExEREZFbTkG5SDayZ8oTc/n3GSoUqMCZq2foM7MP0bHRjn1owYLw449m/6uv4K23HNt+Ks6eTRr/2zPY2W3fPrO1B912p66YtH2JfCWw2WwEBJjj9mJ0idUrbhY3V1AuIiIiIreagnKRbGTPlCf23043ZvSagZerF4sPLeapBU9hOTqb/eij8N13Zv/DD+GDDxzbfgrs88ntQ8gPHIDQ0Gx/LGdMQpwSJZIeTxyUJz6feIi9Xe1iJqI/HnqcC+EXsqWfIiIiIiIpUVAuko0SB+W+vmZ75gwEuDVgRq8ZONmcmBA4gdFrRjv+4U89lbBg+Ftvwdixjn9GIvagvGpVKF3a7MfPpc9GZ8+a7Y0/gNwYlJcsef14CkG5r4cv5QuUB2D72e3JLxARERERySYKykWyUeLh67VqQdmyZn/bNmhWpFN85e93VrzD1B1THd+Bl1+Gd981+y++CD/95PhnXGcPdv39zWcF2LMn2x4Xz54pvzEoPxlqxqmXzFcyvl8AV6+mnMGvW7wuoCHsIiIiInJr5WhQvnr1ajp37kyJEmbO59y5c+PPRUdH89prr1GrVi28vb0pUaIEjz32GKdSSnOJ5FKJA8WKFaFmTbPfoYMZTt3M/WleafoKAIPmDWJF0ArHd2L4cPjf/8z+U0/B4cOOfwYJmXJ/f+KXH9u/P1seFS8yMmE99OLFk547dTVpptzbO2G0Qkr/GbHPK//3zC1I74uIiIiIXJejQXlYWBh16tTh66+/TnYuPDycbdu28c4777Bt2zZmz57N/v376dKlSw70VCRzEmfKK1WCeibuIy4OIiLgyy/ho3Yf0adGH6Ljouk+ozsHLx50bCdsNvjkE2jTBmJjYcoUx7Z/XeKgvHJls28vwpZdgs2KZ7i4QIECSc/dOHwd0p5Xrky5iIiIiOQEl5x8eIcOHejQoUOK53x9fVmyZEmSY1999RWNGjXi2LFjlClT5lZ0USRLChcGJycThFesCO3bg6cnuLmZ5PX06fB//+fE5G6TORl6knXH1/HC3y+w8OGFju2IzQaPPw4rVpigfPhw0zEHsgflJUqYHyDAYpPtKz5dF8nTdz2Nj5tPWrdnSuL55Dd+nNSC8j170g7K95zbQ0RMBB4uHg7vr4iIiIjIjW6rOeWXL1/GZrPh5+eX6jWRkZGEhoYmeYnkFGfnhAJj1aqZ4dNvvAHDhkH16hAeDlOngoeLBxO6TsDVyZU/D/zJnwf+dHxnuneHfPkgKAjWrXN484nnlFeuDFRewPm7XuDVpa9S8cuKLNzv4B8aSL3IG6SdKU9pWbSS+UpS2KswsVYsO87ucHRXRURERERSdNsE5REREbz++us8/PDD5M+fP9XrPvzwQ3x9feNfpe1loEVyyJQp8P33CcXPwCSuhwwx+z/8YNb3rlyoMi80fgGAlxa9RExcjGM74uUFvXub/XHjHNs2SYevFykWja29mSvv5eLN2bCz9PytJ+uPr3foM+1F3m6cTx4eHU5IRAiQNChPqwK7zWajYYmGAGw5tcWh/RQRERERSc1tEZRHR0fTt29f4uLi+Pbbb9O89o033uDy5cvxr+PHj9+iXoqkrHXrhAA8sUcfNUPZd+6EDRvMsXdavUMhz0Lsv7CfP/b94fjOPP642U6d6tC1y2NjE7LW/v4w/t+fsArtg7DC/FDtCF2qdCEyNpIu07tw4MIBhz33Zsuhebt6k9894Ue8tOaUA9xV4i4ANp/a7LA+ioiIiIikJdcH5dHR0fTp04egoCCWLFmSZpYcwN3dnfz58yd5ieRGBQrAgw+a/R9+MNv87vl5ssGTAHy56UvHP7RpU/jwQ7P/1lsJ+1l06pQJzG02EyB/tekrc2LVCE4fKswvPX6hYYmGXLh2gQ7TOnAu7JxDnpvacmiJh67bbLb44zcLyu2Z8s0nFZSLiIiIyK2Rq4Nye0B+4MABli5dSqFChXK6SyIO9dRTZjtjBly8aPafbvg0zjZnVh5Zyc6zOx3/0Ndfh9Gjzf6bb8LHH2e6qWvX4PPPoX59875ECTgTfoI95/dgs5xgxyPs3w/ebt4seGgBZf3KcujSIbr82oVr0dey/FHsmfJky6GlMJ/c3j9IPSiv7msy5XvO7+Fq1NUs909ERERE5GZyNCi/evUqgYGBBAYGAhAUFERgYCDHjh0jJiaGXr16sWXLFqZNm0ZsbCxnzpzhzJkzREVF5WS3RRymUSOoU8est21fqay0b2m6V+sOwKjVo7Asy/EPfvNNeP99s//667B4cYZuj4422f1KleDll+H8ebM/fjwsO7wMgPIeDSGiQPyyaMV8ivHnw3/i5+HHPyf+od+cfsTGxWbpY6Q2fP1kqKnkllZQfuPXGhsLL7cOpf6hIsTFxfHvaa1XLiIiIiLZL0eD8i1btlCvXj3qXV+8ediwYdSrV4/hw4dz4sQJ5s+fz4kTJ6hbty7+/v7xr/XrHVssSiSnpFTwDeDlJi9jw8bv//2O/+Dn2bw5GwLzt96CZ54x+y+9ZCLtdDh/HmrWNFn+kyehdGn46Sf47z+z5NvSoKUAtCzdDjBrlds/V7Ui1ZjXdx5uzm7M3jObUatHZekjpFbobWewGWEQ4BuQ5Li/v9lGRcGFC8CVK7BxI4wfz8UWXZm3rypbfz7H6olw6s8ZWeqbiIiIiEh62KxsScPlHqGhofj6+nL58mXNL5dcKTTUZHDDwmDlSmjVysTHzZ6ZzOaSA8FmUTjwI45Pfw0PRy+dfemSSXFfuAAffQSvvmp+KUjD7NnQs6dZ3m3kSPOjgru7OWdZFiU+L8GZq2dY2Gc5Peq1ITIS/v0X6tZNaOPHrT/y5IInqVSwEvuf35/p7hcoACEh5geBatXMsZi4GIp/VpwL1y6wov8KWpdtnXDDf/8xqtF86oet4d4Su3E7dTRJe3HYiLY54W5dz+D37QvffAMFC2a6jyIiIiJy58lIHJqr55SL3Any54eHHzb79oJvv/8Om3/qj9OirwE4X+ttnhu91fEPL1AARl3PVr/+ugnQR46EI0dSveXECbO97z4YOjQhIAfYfW43Z66ewdPFk7aVmtK5szn+889J23ig0gMAHL50mKjYzE1HiYgwATkkzZSvP76eC9cuUNCzIM3LNDcHY2LMaIAaNXgn7A068md8QB5bzJ/YNu0Y6/Iy1fmP8qV/5ocGEGcDfv0V+vVLPtZdRERERMRBFJSL5AL2IewzZ8K5c7DUjABnWIunuTt/L3COYXzEA1R8pwtPzHuaUatGMeHfCaw9tpY4Ky5rD3/iCXjxRfD2hkOHYMQIKFfOrOU2f36yy+2rDJYqlbyppYevD10PaIm7izuPPWaOT5tm4mK7EvlK4OPmQ6wVy6GLhzLV7eBgs3VzAz+/hOPz9s4DoGOljrg4uZhqdJ06wRdfALCzdAeGMpYWrKYgF3A5e4oy+5bwYsxn7KMqp0534dnOrjQdBHHubvDXXzBxYqb6KCIiIiJyMwrKRXKBBg2gYUMzbP3nn2HFCnO8XVsbC4b8QL7YsuATzCGXP/gp8HuGrxzO4/Mfp8XEFlT4sgLjt43P/MNdXGDMGFM1bcoUaNvWDGFftQq6doXp05Ncbs+UpxWUtytv5pPffz8ULmyatv/QAGCz2ahauCoAe8/vzVS37fPJixZNGHFvWRbz9pmgvFvVbqZ628MPw6JF4OUFM2dS7fCfdFo0lKavtqB8g4LYbAnV2H18gGhvikc3ZWNp2DikozkxdKgpjhcUlKm+ioiIiIikRkG5SC4xcKDZjhljRo+7uECzZlDIqyAn39rB2+X/IP/q72HlcNj2OGWi7sfX3ZcjIUcY/Mdgvtv8XdY64O0Njz5qoucjRxI61L+/yRZfZ8+Uly6d9Pao2ChWHlkJwL3l7wXA1RUeesicnzYt6fX2oHzfhX3p7mJsrJl3//zz0N0UqE8ydH33ud0cunQId2d37qtwH7zyCsyda8bY//UX9OyJi4sZev/xx7BliylcN2uWSaS//bZpp8Al86PCmCY2uOceM+H/ww+hQgXo0MG0mTj1LyIiIiKSSQrKRXKJBx80Qaw9E9248fXMLZDPPR+jHu3E0VlDeLzCezD/J4598BcFJ57i+fqvAvDsn88yZ88cx3SmTBlTUr1PH5O+79TJ/FpgWalmyjee2EhYdBhFvIpQq1it+OPdupntqlVJr69SqApw80x5dLRZsW3IEFMQr00b+Pprk93Olw+efjrhWvvQ9Xbl2+ETdBLGjjUnpk2Dli1TbL9gQejRA154AQKuF2t3PW6C8qVHVxD750Izr+Dee83c8r//Nr8IVKhgonq5I8TEmAKHw4bldE9EREQkr1FQLpJLFCpkYl+7Nm2SX+PnZ2LlpUtNgBq034tKRz7iqQZPYWHx+PzHOX3ltGM65ORkhrM/9hjExcGwYcS99DInT5iiZzdmyu1D1/vkuxunx/qbceuenrTpXZh/uJvXjj/L+a+mx6fa0xq+HhkJCxeaZH2xYmaptXHjzDzyAgVgwABYsMDMvx80KOE++9D1rlW6mrnxcXHQpYuJptLBvt55+MGG+Lr7ciniEtvO7zT3L14MBw6YCvVFisCxY2ao/7p16f1G5Tb2779m5YExY+C0g/4nJiIiIgIKykVyFXthNDCjplPTti28/LLZnzPHxpcdvqRe8XpcirjEkAVDOHXKckzg4O4OkybB558D4DR2DD/EPk5z2zqKO59Lsrb58kNLeHkdfPHi3zB1qllmLSIC28ULNGYjz/IthYc+bLLwAQG0e2ciTY+ZoDzxyozr1pkh6Z06mUdfumRi4CefNFPDz541ddc6dkxa+f1k6Ek2n9qMDRs9zxSAGdfXGR85Mt0f1z4U/uxpF9qUM7+KLDm8JOGCihXNuPdDh0whvNBQM3F+166MfKuSiw0bBg88YH4YSmzPnoT9xPURRERERLIqS0H5wYMHWbRoEdeuXQMgjy95LpLtHngAqlY1xc+bNEn7Wvuc6lWr4PIlVyZ3m4yrkyt/7P+Dcv97hIo1Q1i/3gGdstnMcmLX12sbxETWWM1xKVHUlD738SHKvyjT/reBz5aAS2S0WWx99WozNz0wkMkPzGAML3K0SENwdoZjx/Cb/ScrJ0Gv9ZcJDguOf9wff5ilzooUgeeeM0XvTp82j7/vPjPEPyXz983nrhOwdpYvBTv1Ngf79IE6ddL9Ue2Z8pAQaBvQHoA/D/yZ/MJ8+Uwqv3VruHrVZOPPn0/3cyR32r/fZML/+otk/9tJHJQvXnxr+yUiIiJ5W6aC8gsXLtCuXTsqV67MAw88wOnrKbnBgwfzsj19JyIZ5uYG27bBf/+Bh0fa15YrB3XrmhHas2dD1IlafHHfVzjhTFSV6YQ/GUCrrx7m4wW/cyXyStY79+STrH/jD36nFxddiyYcDwvD7cw5ylyGMHcnM75+xQpo0cJM0q5TB++BfRjGGLr4bzYR79Kl0Ls3rnHw0x8Q+b+XzAchYe3xZ56Br74yca+z8036tnkz9Z8cwaafoOnOEHND//7w/fcZ+ogFCiQE/Xf5msrrG05s4Hx4CgH39WrulC9vqrI/8IBJ68ttK/HKd9u2JT2XOChfsiT+r6uIiIhIlmUqKH/ppZdwcXHh2LFjeHl5xR9/8MEH+fvvvx3WOZE7kafnzQNyux49zHbIELOk2rzhQ/D/ax2crwweocRUnc7rW/tQ6JPCdPylI5+t/4wp26dwNORopvq2uVgn+vA7Q7qdYfb2GdQcWZyKz0PDJ+DDd9sSvmcHPP54whpl1zVrZrY7d8LlWB8z/n7GDKb1qAhAmR+mQ+/eEB7O5cvm2sRrj6cqOtpE740a0TjwHLE2uPxgN9i714x9L1AgQ5/PZkvIljtdLU2dYnWIs+L468BfKd9QqJBJ7RcqBJs3Q7t25hcVue3ExMDkyQnvt25Nej5xUH72LOzYcWv6JSIiInmfS2ZuWrx4MYsWLaLUDeWXK1WqxNGjmfvHvohkXM+epp6ZfeaIGVbbGN99e/h5xT88+flczvjNIbrQQf488Gf8UGwny4XBDQbxVsu3KONbJtX2582D116DF1+Ep566XhneNZx/Kz/MzDmmqFrFShX5qON38WuTp8Tf3ySUDx+GDRvMNGxsNrY+2Zk/GcPkP5xxmT0bjh2jZsxrDOUkzddFwNVoE3in9tq1C7ZswbLZmFLb4pcu5Vg0MmsV6IsVM5/z7FnoVLkT289uZ8GBBTxa59GUb6heHZYvNwH5tm1QowY0bWoq8RUunPCqUSNhDXjJdf7+O2kBt8SZ8qgoU0YAoF49U/Rt8WIzUkVEREQkqzIVlIeFhSXJkNudP38e98SVl0QkW1WvboKJa9dMjNqnjwnQBz/uROe6Tdn9RVPa3PMxO07tIX+jucQV3sVV18PEldrIuG3jmBg4kYdrPUzDEg0pn68G+cNrc+lUIQ4fNoGHPXP4/fcmKD9+HGj1Hodc5+Hq5MprzV7jzRZv4unqedO+Nm9ugvJ1664H5ZgK7GNqQ4nqDfn0u4OwZQtvcX0++Mzrr5vJl4/Pnq3Hqx6rebVp78x8jUnYM+Vnz0Kn9p0YvWY0fx/8m+jYaFydU5nQXru2+WCvvQZz5iSfkGzXs6eZHF+oUJb7KY41YYLZPvKIWUFv/364csWUDzhwAGJjzf7AgQlB+auv5myfRUREJG/IVFDesmVLpkyZwqhRowCw2WzExcXx6aef0ialdZxEJNvcd1/C/sSJ8Ntv8Mor5n3BgrBksY3WrauzZ2H1hAvLrKXkIyM46b6cydsnM3l7onG7oSXhTB04Wxs6XAX/f9m5YwAREYPZf2k3NDGV2H/v/Ttdq3ZNdz+bNTMrrK1dm3DMvizarMLBfPrPP/Dcc+xadYE9EWVpdp83JQLczCTv1F4eHkQ/cD+jZzWGSDLUn9TYK7CfOQMDStxFUe+iBIcF8/Lilxl7/1hsqWW6K1Uyk/sPHDBjn8+fT3idOWOGHcyalXDeJVP/+ZVsEBxsZiEAvP66KZ544gQEBprSCPah66WabKD0XR5APdasgfBwU1pAREREJCsy9a/CTz/9lNatW7NlyxaioqJ49dVX2b17NxcvXmSd1uwVyTH9+5tXYkWLmrpq995r1vUeMQKee6455z9fxpwNq5m49k/mr98DxXZCgSDIf9K8KidUHY8rs46nfj/ErqoLwTmGlkW7ZjgAbt7cbDduNFl9V9eEoPxIyBGuBZTE8++/ub8UnDwJWz6AEg1u3u6qw0u5HHmZot5FaVyycYb6lJLEmXJnJ2e+aP8Fj8x+hK82fYWXqxcftv0w9cAcTHBeqVLy49u2mT+EHTvMrydPPJHlvopjTJ1q5pQ3agQ1a0KDBiYo37o1UVBe6h/2NGlG90UWPn2f4uqcj1m9On/8qA8RERGRzMpUobfq1auzY8cOGjVqxL333ktYWBg9evTg33//pUKFCo7uo4hkUYkSpsja0aOmLlrjxmYd5k2/t8R9zUfw6zxedT/M5dcvs3bgWr554BuGNBjC0EZDKXl2MACTD39EdMGdEOHLZ23HZrgPVauaumvXrpnhvwBFvIrg5+GHhcXBiwcB4gu9+fqmr90F+xcA0KVyF5ydblam/ebsQfmZM2b7UK2H+K7jdwB8vO5j3l/9fuYarl8fhg83+8OHQ1hYFnsqjmBZMH682R80yGzr1zdb+7zyPXstaD8MbKZ4w9Wq38MzNflheSoFAEVEREQyINPrlBcvXpz33nuPBQsW8Oeff/L+++/j7+/vyL6JiAM5OZnK7jabmfoM8O23Zk1mgF69IL97fpqVacYzdz3D952+Z2yHsTzqNw5Wv4XtWmHY+DxVV+zgrsoBmXq+vQq7fUCNzWaLz5bvPb+XmBiz7DekPyjfdtpETq3Ktspwn1JiH76+Zo35AePECRjScAhj2o8BYPjK4fzf+v/LXONPPWXWsjtzBsZm/IcNcbxNmxKWIOzb1xy7MSjfEDITSm/A3cmL6T2nU8y1PPgeZ673Azw25zEuhF/Imc6LiIhInpCpoHzixIn8/vvvyY7//vvvTE68poyI5Epdu0KVKiYrffUqlCplllRLSYP6Nlj+PtbH5+CvL+nbIfVq7TdjH8Ke0rzyvef3EhqacDw9QbllWewK3gVAraK1Mt2vxCqaVdo4cwa++w6+/NK8f/HuF3m/jcmS/2/J//h287cZb9zdHd57z+yPHQsREQ7osWSFvcBbr14Jf+caXJ82sWePWXr+SJkPAHiq1iv0rdmXzY/vgH9eAsvGzzt+pv64+py5eiYHei8iIiJ5QaaC8o8++ojChQsnO160aFE++OCDLHdKRLKXk1NCMTgw652nNk26wQ3zuu1ro2dG4ky5fRm3KoWqALDvwr74oeuenuDmdvP2Tl89zaWISzjbnKlSuErmO5ZIgwYwc6YJ0gAOHkw491bLt3iz+ZsAPPvns2w+uTnjD+jb1/wKEhwMv/zigB5LZoWHw/TpZv/xxxOO+/ubERNxcfDD1HNQPBCAN9s9C0DpYt40vvQ5jF9PEZfyHLt8jF6/9SIqNuoWfwIRERHJCzIVlB89epRy5colOx4QEMCxY8ey3CkRyX79+pnYEMxSaqkpW9bMBQeTRa5ZM/PPbNjQBNtnzyas+5w4U57R+eT2LHmlQpXwcPHIfMdu0LMnDBhg9oOCkp57/5736VKlCwDz983PeOOurjB0qNn//POEXyfklps50yx7Vr48tGyZ9Jx9CPv3f60EwCesFkV9isSfb98eOHE3d+3/k/zu+Vl3fB2Nf2rMZ+s/IyJGIyBEREQk/TIVlBctWpQdO3YkO759+3YKaf1dkduCuzusWGHWObdnsFNisyUEKGll1NPDwyNhmLx9CHvioDwkxASo6Q3Kd57dCThu6HpiZcua7Y1Buc1mo0tlE5SvPLoyc40/8QT4+MDu3bBkSab7KFljH7o+cKAZPZKYfYTIUaflAFRxuyfJeftShBsXVmFq919wd3Yn8Ewgryx5hQFzB2DpxxYRERFJp0wF5X379mXo0KGsWLGC2NhYYmNjWb58OS+88AJ97ZVyRCTXq1jxesbvJt59Fx56CIYNy/oz7fPK7cXeyhcoj7PNmbDoMA6eOwFkIFN+zmTKaxbNQvo+Ffag/PJlCAlJeq512dYAbDyxkfDo8Iw37ueXMF76888z2UPJiqgoWL3a7D/ySPLz9h+iKLcCgDZl2yQ536gR5M8PFy5AiasdCXohiC/v/xIXJxdm7J7BZ+s/y8bei4iISF6SqaD8/fffp3HjxrRt2xZPT088PT257777uOeeezSnXCQPat7cTH+2LxeWFfasvD1T7ubsRrUi1QDYeX4rYGLW9LAPX8+OoNzb26zxDsmz5eULlKdU/lJEx0Wz/vj6zD3ghRdMenbRIti1K2udlQwLCUmYOVAmhdqFDRoA+U5B4X0Q58RDTZNW93d1hXuuJ88XLQL/fP483/h5xt5vquq/vux1nntvD0uXZt9nEBERkbwhU0G5m5sbM2bMYO/evUybNo3Zs2dz6NAhJkyYgFt6qjOJyB2raVOz3bsXzp83+81Km0h9V6iJ1NOTKY+Ni2V38G4ge4JyMKuXQcpD2O3Z8pVHVma+cXvVPGXLbzl7/YJ8+cA5heXtS5UCn1omS+4UXI+6Vf2SXWMfwr54ccKxpxs+TefKnYmz4vhmx2ieftrBHRcREZE8J9PrlANUrlyZ3r1706lTJwICMr5usYjceQoXhqpmGjnrryeZ7UH5gQgzpj09QfnBiwe5FnMNDxcPKhSokB1dTXVeOSQMZ850UA4J8wEmTUqY4Cy3xM2KCtps4FvHzCcvEXVPsjnnkBCUr1uXUKXfZrMxotW75k3N6Ry8tJ9r1xzXbxEREcl7XNJ74bBhwxg1ahTe3t4Mu8nE0s+V9RGRNDRvbjLl69ZBly7QvIyZaH7S2gqu4fj6eqV675GQI3y96WvG/zsegOpFquPslEKq0wHsmfIjR5Kfi59XfnIjVyKvkM89X8Yf0KQJPPccfP21mWMeGYlSq7dGeir9hxczmfIWpdqkeL5CBROYL14MTz4Jy5aZYP7qgfqwrxNUWQCtR3DgwHRq13b0JxAREZG8It1B+b///kt0dDQA27Ztw5ZKCebUjouI2DVrBj/9lFDsraxfWfx9/Dl99TSU2Iyvb9L5u5ZlsfLISr7c9CXz980nzooDoEKBCoy+Z3S29TO14esA5fzKUbFgRQ5ePMiSw0voUS2TC7h/+SW4uMAXX8Azz5jA/MUXM9tlSSd78b7U6hccCTnCJYJwxoWxw5qn2s5335llAlesgDfegN69YcQI4MAIqLwQav3Klxta8lNt/dgiIiIiKUt3UL5ixYr4/ZUrV2ZHX0TkDtG4sdn++y/ExoKzs43mZZrz+3+/Q5l1+PmZoDw8OpxpO6bx5aYv44u6AdxX4T6GNhpKh0odcLJlaRZOmtIKym02G50qdeKLjV+wYP+CzAflNpuZU+7hAR99BC+9ZALz117LfMflpm6WKV8RZP4/r1Gpuyjim/ooiPLlYdQo+N//4OOPzQvA2bkhJfZ/yPEqrzPxzFAePVKdVmVbpdqOiIiI3Lky/K/ZmJgYXFxc2KVqwSKSSZUrg5cXhIfD/v3mmH1eOVXncN59I68teY1Sn5fiyQVPsit4F96u3jzT8Bn+e+Y/FvVbRMfKHbM1IIeEOeVHjiRU6razLOhcpTMACw8sjM/eZ4rNBh98YNaeA3j9dRPpSba5WVC+/IiZT35PuXtSviCRYcNg/Hho2NAU1O/QwVRkf7bOq7DjYeKIodfvvTgScsRBvRcREZG8JN2Z8vgbXFwICAggNjY2O/ojIncAZ2eoW9cUetu6FapVSxT8lNzCyNN3w2nztpxfOZ5r9ByD6g3Cz8PvlvazTBkTL4eHw9ChcOqUyZrbM+d/L2lOfvf8BIcFs/nkZhqXapz5h9lsZtyzu7sZBz18OPTtC5UqOebDSBJpBeWWZcVnym9cnzwlNhsMGmReiYWF2eDtn/Ass4/zbKXrr11ZN2gdPm4+We2+iIiI5CGZSjO9/fbbvPHGG1y8eNHR/RGRO0SDBma7bZvZ1ipWi5Kr58Ghe3GxudK2XFvm9Z3HgecPMKzJsFsekIOJj0uXNvtffw2zZ5sh9yEh5jVksBv3lmsPwIL9Cxzz0NdfTyjr/dtvjmlTkklrTvnBiwc5eeUkbs5uNC3dNNPPqFoViPHE+mUuxbyLsePsDgbMHZC1URUiIiKS52Q4Uw7w5ZdfcvDgQUqUKEFAQADe3t5Jzm+z/ytbRCQV9eub7datCcdi/+sCy7uw+V+TSc8N/u//YMYME5yXK2dehQtDx46wfTtUOvgA8DvLjyxnFA4acv7gg6ak94wZ8NZbjmlTkkgrU77x5EYAGpZoiKerZ6afUb48uLpCRHApprWazUOL2jBrzyw+WPMBb7d8O9PtioiISN6SqaC8W7du2Gw2rBsnWYqIpJM9KP/3X4iLM3Nx07NM1a3Wq5d53ejzz2HAAFj4Q2N4HALPBBITF4OLU6b+s5pU9+7w1FOwcyfs2WPG94tDpfV3besp80tRQ/+GWXqGi4uZffDff+B9sSnfdfyOx+c/zug1o3nx7hc1jF1ERESADAbl4eHhvPLKK8ydO5fo6Gjatm3LV199ReHChbOrfyKSR1WvbgqOX7kChw5BQABcu2bO5aagPDWPPgpDhsC1E5XxdvEhLPoqe8/vpWbRmllvvEABM4R94UIzhH3EiKy3KUnYg/KUhq9vPW2C8gYlGmT5OVWrmqB8714Yet9ARq8ZzeFLh1l8aHHmK/aLiIhInpKhOeUjRoxg0qRJdOzYkYceeoilS5fy9NNae1VEMs7FBWrXNvtbtyYESQD58+dMnzLCycn8kIDlTHmvekBChtUh+vQx259/NkMJxKHsc8pv/AEoNi6WbafNFKwG/o4JysEE5TabjW5VugEwb9+8LLctIiIieUOGgvLZs2czfvx4xo0bx9ixY1m4cCFz585VJXYRyRR7sbctWxKCch8fE7DfDuxLphW3zAexZ1gdomdPk8Y9dAj+/NNx7QqQ+vD1/Rf2ExYdhperF1ULV83ycxIH5QBdq3YF4I99fxATF5Pl9kVEROT2l6Gg/Pjx47Ro0SL+faNGjXBxceHUqVMO75iI5H2NGpntpk1w7pzZT2k4cW5lD8q9L2dDUO7tDYMHm/0vv3RcuwKkHpTb/wzrFq+Ls5Nzlp9zY1DetHRTCnsV5lLEJdYcXZP04ogI2LEDfv3VLInXuzfUq2fqC+j/Z0VERPKsDAXlsbGxuLm5JTnm4uJCTIx+7ReRjLMH5Vu3wsqVZr9evRzrTobZg/K4kyYoDzwTSGycA0cOPfusGSe/ZImZmCwOYVmpzyl3VJE3uypVzPbMGTNk3sXJhc6VOwMwe89sczI21pT5L1QI6tSBhx6CUaNg5kwIDIQffoCKFeGDDyAqyiH9EhERkdwjQ4NELctiwIABuLu7xx+LiIjgqaeeSrIs2uzZsx3XQxHJs6pWNfPHQ0Ph++/NsXvuydk+ZYQ9KL90oDLe5b0Jiw5j7/m91Chaw3EP6NoV5syB99+HX35xTLt3uGvXIDra7KeWKXdEkTcwf79LlDCJ7n37oHFj6FW9FxMDJzJj9wzGeHTD5e13YMMGc4Ofn6mCWK2a2fr7w9dfw/r1Znm8X3+Fv/82jYqIiEiekKFMef/+/SlatCi+vr7xr379+lGiRIkkx0RE0sPJCe66y+wfO2a2bdrkXH8yyh6UHz3iTH1/s8bb+uPrHfuQ4cPBZoPp0804f8kye5bcycnUMLALiwpjy6ktgFmj3FFuHMJ+X4X7KO5ZhI9+OYdL23YmIPfxgXHj4OJFWLcOfvoJhg0zWfO1a03Bv8KFzTJ57dub60RERCRPyFCmfOLEidnVDxG5QzVqBMuWmf1ChaBWrZztT0bYg/ITJ+Dxcu1Zc2wNEwMn8kSDJxz3kLp1oX9/mDTJBGlr1pggXTLNHpTnz5/0q/zr4F9ci7lGOb9yVCvsuLXhq1WD5csTgnIXnJi7rCiNA88R62TD+amn4Y03oFSplBuw2aBfP2jWzLx27TKFAJcv198FERGRPCBDmXIREUdr3Dhhv3Vrk728XRQrBu7uZsWy+4s+jouTCxtObODf0/869kGjRoGnp8mg/vyzY9u+A6U2n3zmfzMBM7zc5sBgN0mmPCYGBg+m8eLdxNrg0d7OhPzf6NQD8sTKlTP1Bby8TBGGP/5wWB9FREQk59xG//wVkbzIXuwNbq/55JBorXIg7GxxelbrCcB3W75z7INKlTLD2AFeeAFOn3Zs+3eYlNYovxZ9jQX7FwAmKHekqlWhFMepuHEadOoEEydiOTnx5mMlmV4thoX7F6a/sRo1zN8BMHPMtSSpiIjIbU9BuYjkKH9/U3Da3R3uvz+ne5Nx9iHsR47AM3c9A8DUHVNZdWSVYx/0v/+Zhd1DQqBPH/NAyZSUlkNbdGgRYdFhlM5fmrtK3JX1h1gWzJoF/fvTelA5jlOGT0/3g0WLwM0N28yZxD38EACrjmbw78orr5g0/65dZrm0HTuy3l8RERHJMQrKRSTHLVoE27dD+fI53ZOMSxyUtyjTgtZlW3Mt5hr3/nwv47eNd9yDXFxgwgQzjH3tWlOZ++OPE8qIS7qlFJQ7fOj6uHHQqxdMmYLL8SPE4Mwm7uLigGGmsFv37rQq2wrIRFBeoEDCyImffjK/atWrB198QeTx4Kz3XURERG4pBeUikuOKFUtYz/l2kzgot9lsLHx4IX1q9CE6LprBfwzm5UUvO2Tt8n37YHVIbdi2zUy+v3YNXn8d6tc3c80l3W6cUx4ZE8n8ffMBBw1d37/fFOUDGDgQFi3inrqXaMwmVnf9P/NnBjQv0xwbNvZf2M/pKxmckvDii7BgAfToAa6uZj3zl17CqUxJ/ur8bdY/g4iIiNwyCspFRLIgcVAO4OXqxa89f+XdVu8C8Pk/n9Pl1y6ERoZm6TmdOpnl4vZYVU3V7cmTzRJZu3ZB8+bw2mtZav9OcuOc8iWHl3Al6gol8pXg7lJ3Z63x6GhTKT083BRJ+OknuO8+ytTIByRUYAfw8/CjbvG6AKw+ujpjz7HZoGNHM0T+9Gn4+mtOl2yIKzHc8+fLmt4gIiJyG1FQLiKSBTcG5WAy5iNaj2BGrxl4uHjw54E/aT6hOeHR4Zl6xunTcPCgqfK+fDkmIHvsMRPhDR5sLvrkE9i6NSsf5Y5x4/B1+9D1ntV64mTL4v8tvv8+bN5s0vCTJ8cvJ3DjWuV2rQIyOYQ9sUKF4NlnefeBTaygNe5xEaYGgYiIiNwWFJSLiGRB4rXKb5ze3adGH1YPWE0RryLsDN4ZP0Q6o7ZtS9hfuzbRiUKF4Mcf4ZFHzPsPP8xU+3eaxEF5VGwU8/bNAxwwdP2ff2D0aLP//fdJljlLNSjP7LzyFAQdsfECY4nFyWTQV67McpsiIiKS/RSUi4hkQeK1yk+cSH7+rpJ3MajeIIBMB+WJE+ApTh9//XWznT07edQnySQevr48aDkhESEU8y5Gs9LNMt9odDQ8/rhZoqxfP3jwwSSnq1Uz2717TWF2uxZlWgDw37n/OBd2LvPPB4KCYCe1+dlziDnw+utJHyYiIiK5koJyEZEsSLxW+ZEjZvTyXXclfc37pAsAfx74k+jYjFdLT5wpP34cjh274YKaNaFzZxOAvfKK+YVAUmX/3SIgIGHoeo9qPXB2cs58o198Af/9B0WKwNixyU5XrGj+rly+DGfPmmMzZ8JT/QtRo3AtIBPzyhOJi4OjR83+u3HDwcsLNm6E+Zn7IUhERERuHQXlIiJZZB/CvnOnWalqy5akr71LG0NYES5HXmbNsTUZbt+eKff0NNsUs+UjR4Kbm6nIPXJkpj7HnSA0FA4cMPu16kQzZ+8cIItD148fh3ffNfuffgoFCya7xN09Ycm/vXvhwgUYNMgE5sUisj6E/dSphOkTRyOLE/vcC+bNW2/pRxoREZFcTkG5iEgW2YPyuXNNsrp4cVi4MOHVupUz7O8EZGwIe2ioyaqeOGFquz38MOAeysq115JfXLeumccM8N575sGSTGCg2ZYuDf+Fr+LitYsU9ipMy4CWmW90+HBTbb1ZM1OALxWJ55V/+ilcuWLeewVnPSgPCkr6PuTJV834/N279XdBREQkl1NQLiKSRfagfNX1mKpRI3jggYRX27bAPjOEfd6+eVjpmOe7e7dZ8axePfO+cmUo0mwB/K84PxYqwD2T7+H91e+z4fgGYuJizEUDB8Jzz5n9QYMgONhxHzKPsI86aNAgYeh696rdcXFyyVyDO3eaKusAn39ufj1JhT0oX7kSvvoq4fiV3eYHgR1nd3Ah/EKmupEsKMcPnnzSvBkzJlNtioiIyK2hoFxEJIvsQbl9lHCDBknP164NHLoPpxhvjoQcYdPJTTdtc8YMMxz59GnzvnDLmXx2oju4XsNyjmTFkRW8s+Idmk5oSsGPC/L28rfNhZ9+auaYBwcnFB6TePb5+fXqWVkfun7tGgwbZoZH9Oplfo1Jgz0onzHDJNYLFTLvDwYWpVphUwkuM9MbIPmy5JcvA88/D87OsGJFwhABERERyXUUlIuIZJE9KLerXz/p+zp1gGgvrL1dAfh11683bfOvv8y2UCHAFsf20k8TExdD2SuPwNf/cfeFb+lZrScFPQtyJeoKo9eMNoXCPDxg6tSE+eUPP5x8rbY7mD1TXq72aYLDgnG2OdO6bOuMN7RsGdSqBUuXgotLwlJoabAH5QBlyiTUYDt5Eu72N0PYp+2clqn17G/MlF++jBmj3+v6Dw5ffJHhNkVEROTWyNGgfPXq1XTu3JkSJUpgs9mYO3dukvOzZ8+mffv2FC5cGJvNRqB+6ReRXOjGoPzGTHmZMuDnB9aOvgDM2D2D2LjUM9jBwaZAHMC//8Jvq3ZyNe48Pm4+TO42Ec5XI/DHp/nx3pmce+Ucg+sNBuCdFe+YofF16sCvv4KrK/z2G9SoYeaZ2yuc3aHCwhIqr/uUOQhAgF8Abs5u6W/k/HkYMADatYNDh6BECZg3z8wvuImGDaFFC+jZ0/w40LSpiZsBqjl1BsyQ+opfVuSbTd8QFRuV7m6lGJQDvPSS2U6fDmfOpLs9ERERuXVyNCgPCwujTp06fP3116meb9asGR999NEt7pmISPoVK2YS02CKvPn7Jz1vs9mHsLfHy8mP01dPpzlMedEis61XzwRtp93MZPVmpZvRopkrtWtDRISZyuxkc2JE6xG4O7uz+uhq5u6da27u3t0Ei/nymWD83XdN4NiokcmaXrrkyK/gtrBmjRlp7u8Pl2wmKK9YsGL6G/jtN7Pg+OTJ5g/12Wdhzx5TOCAd3N1h9WpTcb1wYXOsZk2z9Tj+AI8X+JmS3gGcvnqa5/56jipfV2FS4KSEmgFpsAfl+fObbXxQ3rgxNGkCUVHw7bfp/6wiIiJyy+RoUN6hQwfef/99evTokeL5Rx99lOHDh9OuXbtb3DMRkfRLvFb5jVlyu9q1gVg3ykf0BODn7T+n2p596Pr995utvSp3q4BW2Gzw9NPm+PffmyCzVP5SDGkwBIAev/Wg6LAO7D9+CTp0MGOjp0wxjTk7w+bNJnvauHGiyC1vi4sz2ekOHcz7u+6CgxevB+UF0hmU794NffuaTHnNmrB+PXz9dUIUnEn2oPytt2D8C/0o/Os+vurwNcV9inMk5AgD5w1k0LxBabYRHW0q9MP1qRLc8Edrz5Z/952ZBy8iIiK5Sp6bUx4ZGUloaGiSl4hIdrMPYb9xPrmdPVhy39sf/r+9u46vsv4COP6562AbjO7u7u4uUbpDpFRCFBT8KagooAiIqIAgjYJ0h3R3d/doNraxvM/vj8NdsA02WO+8X6+9nrsbz/O992F6z/M933OAf07/g5d/6H+fDEOqcnfuLDOpIEGkYRiyVhxC2nZ16gSpUsH581LDC2BUnVF0LdkVzNY8cFvPB7NeZBi5uECXLhLp374tZb+zZJHZ8/fflwMnc9evw9KlcrtRI1n+bQnK86fNH72d/PGHfFaNGkm1uEqVYmVsRYvK1tIe7fhhe/I8/IjLAy4zpq6cw/kn53P32d0o93Hzplx4cHAIzaIPF5S/955cNXr4EBo0kN59WgBQKaWUSjSSXVA+evRo3NzcQn6yWxbsKaVUHOrZU+p+degQ+eOWoPz6zmoUTlcY30Bf5p+Yz717MGaMBFO1a8P8+TLz2bSpZB2feXCGh74PcbRxpHzW8oDE2Z07y/7++EO2LvYuzH53NqnW/QvA3oBpeAd4hx9ExozSMm3ZMllvvnQpfPFFsg/MLZn6WbPKtYlixcLMlEcnfd3bW7INQKqt29rG2tgsM+Ug5xXkooGjjROfV/ucKtmrYDbMLDi5IMp9WFLXc+WS2gXwUlBuYwNjx0qmxK5dEqTnywfjxqXIZQxKKaVUYpPsgvJhw4bh6ekZ8nPz5s2EHpJSKgVo1w5OnJAlx5EpUkS2Dx+Y6FhQ+kdPOTSVosUMhg2DS5ckKOvTRzLMV62SWMqSul45e+VwBcksKezLl4e2TXv0CLwPtYBH+QiyecqMQ7MjH0yFCqGNsn/8USp0L1ggbbOSYXrz06eytQSshmHELCj/5x+Zys6b90XT+dhTpIhcK8mQQfrc29tLZryl532XEl0AmHsi6uUOYYNyNze5HSFJrF07uHJFLsK4u0sPtSFDIFs2WLIkVt+TUkoppWIm2QXl9vb2uLq6hvtRSqmE5uwMefLI7RJGV+yt7Tlx/ziPUq/H3h5mzpTgesoUqdJtMoHZMDP9yHQAaueqHW5/JUpI9e6gIJgxQ+67cAEwrGD/QABGb5tA3Ua+DBgQGriH6NNHXmhtLTPmnTpJZTlnZ5lFfecdCeDmzJFS4ZYm7EmQZTLYEpQ/8H3As4BnmDCRO3XuV7/YMGTtOMhnZhW7/9t0dIRTp+DMGfn433+xfNzSYa1t0bbYWdtx/N5xTtw7Eek+LD3Kc+cODcojLReQIweMHi0L0KdPl9QOX1+pJn/5cmy+LaWUUkrFQLILypVSKrGypCrfOO9OrzK95JeWnclU6Crdu0s8HNa8E/M46nEUV3vXkEJuYVlmy6dNkyXC58+/eOBYd/BJx73Ay2xJ25Zf//AjTyEfBn7+hDM3PLjpeROzYZYIcPt26NULqlWDNGkkCL18Wabqx46Fbt3kKkHDhhLAJUGWmfI0aWRrmSXP4ZYDexv7V7941So4flxOzvuvLrj2ptKle9GPHhg6VK6T/PcfHDgA7o7uNCvQDIC/T/4d6estM+WvDcotHB1lvcXRo3Levb1lPUTQ66u8K6WUUir2JWhQ7u3tzbFjx0L6j1+9epVjx45x48YNAB4/fsyxY8c4c+YMAOfPn+fYsWN4aK9VpVQSZCnqdeoU/NTgJ/I6lAOnx9xtXI0v/vuCo3ePSp9xwNPPky+3fAnA8GrDSe+cPsL+WreWYO7mTViz5sVMOeDqkAr+WQ6BDlBgDfzPEb/BqZjk5E7RmZnJMTEHJX4vxYVHF6BqVYnqd+6U/HcPD9iyRWaHP/pIFro7OkqU+N570ostiXk5fT3aqeuGIf3dAfr3D42c41CuXKH1Aiyz5a0LtwZg9cXVkb4mxkG5hbU1zJsnFeT37YNRo9584EoppZR6YwkalB86dIjSpUtTunRpAAYPHkzp0qX5+uuvAVi5ciWlS5emadOmALRv357SpUszZcqUBBuzUkq9KctM+enT4GDjQA+npeCZnQCHO4zdPZYy08pQcHJBhv03jArTK3DL6xY53HIwsNLASPfn4BA6efvHH6Ez5V27Ajerwr//Yk8kS3jMVpx+eJJy08qx+8bu0PtNJlngXLu2BOSTJ0uAvmmTzBRv3ChXAgICYu9DiQcvp69HOyhfvVoqrTs7w6efxt0AXzJsmJyKlSvh5ElomK8h1iZrTt0/xbWn1yI835K+HnZNebS73eXMKWsmAL77Tha0K6WUUipeJWhQXqtWLQzDiPAza9YsALp37x7p4yNHjkzIYSul1BuxBOWnTskkbMDD7DD5HPWeLKJV4VY42Dhw8fFFxuwew4VHF8jump1l7ZbhYOMQ5T77vMhq37BBCmsDNGkiGeltSzXj/pB7PBr6CO9h3vgND2BGdjOMv4XVzWo8C3jGR2s/klT2V6laVQJUR0eZkm/bNkkVhHs5ff3i44vAa4Jyf//QQPzjjyXHPJ4ULCjXPkCWgLs7ulM1R1UAVl8IP1v+/HlovYAYz5RbdOgg0/Nms2y9vV//GqWUUkrFGl1TrpRS8aRgQckYfvoU7tyB+/eBQCequLVhcdvF3P/sPvNbzue9Qu/Rvlh7Dvc+TJnMUTQ+fyFvXmk9bRgv9vfiONOmwcKF4OrkgLujO852ztjb2tK1qwkbv8yYFywnla0Lx+8dZ+nZpa8ffK1aMnVrbw8rVkCNGpI3nwSETV8P2/e9RMYSUb9o4kTp5Z4xIwwfHtdDjGDYMNkuXCiV+Zvll3XlLwfl16/L1sVFiqrHJCh/9gzGj5f25UyeLIXgrl6VAn9KKaWUijcalCulVDyxt4f8+eX26dNw757czpBBti72LnQs3pGl7Zbyd6u/I11HHhlLwTcAOzvJSI6KjY0E8jxPy7sZPwFgxLYR+AT4vP5A9erB+vWytvrQIYn++/WT6mTdu0tz9fLl5f7eveU5iUDY9PWjHke58+wOzrbO1MhZI/IX3LolqdwAP/0ka67jWenSkvFgNku9PUuxt63XtobrPx92PbnJFBqU+/i8vm7biBGSDPDZZ8gLLWX8f/sNtm2L3TeklFJKqShpUK6UUvEobAq7JSjPmPHt9tmsmbSbBulmZm396ucXLCjbEr6fkNohNWcenCHvpLxM2j8Jv6DXFHKrVUvKglepIrnTU6ZI4Dp7NqxdK4H4hQvw558SoHfqFDqFn0DCpq9bZprr560f9bKAzz6TqLZq1dCqawlg8GDZrlkDhdIVIm+avAQEB7Du4rqQ54RdTw6hQTnITHhUzGaZhQdJfAgMRC66WNZDfPyxlPRXSimlVJzToFwppeKRpQL76dOhserbBuU2NjIxDdK//HUsQfnNi6lZ1HoRuVPn5p7PPQauH0j+X/Mz7fA0AoMDo95BnjyygH3jRgniPvlEFj/PmCEp7qtXQ8eOMnW7YIH0wz56NMbva/JkqFkTbt+O8UvDCZu+bgnKLengEWzdKtGqlZUMwGR6u4O/hUqV5PB374KHh4nWRWSh+cLTC0OeE3amHMDWVpb+w6tT2PfulSUUIJ9PyMT46NFy9eL0aanMrpRSSqk4p0G5UkrFo8KFZXv2bMT09bfx+edSgX3s2Nc/t0AB2V64IDPG5z8+z9RmU8nmmo1bXrfos7oPhX4rxJzjcwg2RzFbajJB/foyUz5+vKxDfv99vGs3Z/SJplz/Yb7MqBcrJlcfatWCHTui/X4CA+Grr+Qlb7vE2ZK+Huhwl4N3DgLQtEDTiE9ctSp0ZrxfPyhV6u0O/JacnaFQIbl95Ai0K9oOgDUX14SksL8clENotv2rgvJ//w3/+1JLWYE0aULX0H/1laR0mF9TCFAppZRSb0WDcqWUikeWoPzEidD04redKQdZS963r9Tqeh3LTLmlhZqttS29y/bmYv+L/NLoFzI6Z+TKkyt0W96NYn8UY9HpRa+v0P7CDz9ITPfOOxBYspzMqNesCV5eskh6585o7WfbttAZ7nnz3miiPYRlP0e91wJQPkt5MqXKFPqEu3ehTRsZ9J07ctXi22/f/ICxqGxZ2R45AqUylSKfez78gvxCZvwjC8pfV+zNbA4Nyj/6SLbLloXJVv/4Y8ieXQr5FS8uV41atYJJk2QGXSmllFKxSoNypZSKRwUKSGa0z4u6anZ24dcBx9cYQCp3+4VZQu5g48CAigO4POAyY+uNxd3RnXMPz9FucTsGbxj82v0ahmSrg1x0GDcOeXPr10uJeB8fCcy/+w48PF65L8vMrY2NbIcMkf3HlL9/aPe2bXdXANC8QHO5w2yGqVPlSsnixbIYf+hQuQLg7h7zg8WBMi+K7x85AiaTibZF2gKw6PQiIOKacrNhxjrnXig+n0dPI1+CYEldd3WVbHU3N8na2Lr1xRMcHCRKr1cPnJzg0SM5IQMHSubDwIG63lwppZSKRRqUK6VUPHJwCD+rmSFD/C9bzpBBAjHDgJMnI3Y2c7ZzZmjVoVwdeJUvq38JwNTDU/Hy93rlfvfulUDf8n6++ebFTK6DAyxfLkGetzd8/bVM6XfoIDPpL0XbwcESEwL8+qtcuNi8WXqxx5Rllhw7H7bd3ARAi0ItJCBv3lzSCzw9oVw5KVI3dqwEoomEZab88GHZti0qQfm6S+vweOzDo0dyf+7csPXqVnJOzMnZqlWgVWfGX/wAI5IrGYsknqdFC2mlZsnY/+abMKeibFnYtEly//fskRSIBg3ksUmTpFe9v38cvGOllFIq5dGgXCml4pklhR1iJ3U9pkym0NnyatWkbtv69RGf52rvyne1v6NQukL4Bfmx5MySV+73779l26kTVK8uMZulwjeOjlKdff58qdweGAj//CNPLFVKpoJf2LdPZm5dXeH996F/f7l/6NCYT9BagnKn4pvwC/IjV+pcFM9QXGbG166Vcf3yixw0gdeQR8YypJs34cED6a2eO3Vu/IL8+PvARkA61G24uZhG8xtxy+sWtsGuYLZml/ccRu0YFW5/ZrO8dZCMfZCe6Pb2cn3knzV36b68O99u/5ZT90/JFZHKleVJGzbIObOzk5nzDh1elG1XSiml1NvQoFwppeJZ2KA8Noq8vQnLuvKAAOln3b175J3LTCYTXUp0AWDOiTlR7i8oKHQGtmNHaCc1yVi3LsyTbG3lwd27JUX8gw8kKD5xQmZhz54FJFYGaXtuZydr1FOnlln9OVEPIVKWIm9WhSR1vUXBFpiCg2W2HiTYHDDg9X3kEoira2hv+6NH5Xy8W+hdAFZdWA6Ac80ptP23LQHBAbQs3JKP/DxgzW8AfL3ta/qs6sPiM4sZu2ssa7c9DEldt0x8Z80a2uu+78qPmX18NiO2jaD4H8VpMLcBu2/sDh1Qu3bSo83eXtIZWrWChw/j4ZNQSimlki8NypVSKp4l9Ew5QN26sm3VSpYJ37sHPXtGvm67cwnJb952bRvXn16PdH9btkhQnzatZKk3biz3794dRcGxUqWkl/mtW9LP/NEjqFMHZs9m786gcGN0d4cvJYuer74CX9/wu7p5U5apWwLwsJ4+BUzBPM8hhdFaFGwBc+dKlbu0aWV9dCJnSWFfsEDOjyUo3/90FdQayY0S/TAw6FO2D4taLyJvDkc43Ieid8dgwsS0I9No828bvtj8BZ23VYY0l2nRQuJqiy++AOdiW/DKuhTM1lTP2AQbKxs2XdlEtZnVqDunLjuuv6ieX68eLFkiF1lWrZJicOGuviillFIqJjQoV0qpeJYYZsq7d5d06MWLJdizt5f24lOmRHxuDrcc1MpVC4BZx2ZFuj9L6nrbthKr5ckjKfLBwfDff68YiLu7BHRFi0rxt+7dWbXTjf1U4J1j30i176AgPv4YcuaUnuUTJxrsu7WP9ZfW8zzwOV9/LRPfljT3sJ4+BbLvIdj+IWkc0lD9iYvMjIPkw1v6hyViPXvKkoPZs2HCBKiSvQrpnNLhazyBWt8A8HWNr/mj6R9YW1mHVOB3OvI56zqto2j6opTMWJJsrtnwtL4EH1SmZJMD4Y7hni6QLD1fXKA42A+3NWu48PEFepXphY2VDVuubqHmrJrUmV2HG543JI1h3z4oUkTOW5Mm0KOH9KmPLOVCKaWUUlHSoFwppeJZYpgpB0iXTrbFi4f2Nx88OCSLPJzeZXoDMOXwFAKCA8I95ucXWi29Q4fQ+xs1AlzuMHr3KCpOr0i7xe1YeGohQeag8DtPmxb274cffyQwTXqc8aUCB0k/eaRM4zs64lA8Pzvc6jMxXQOur89LnT8q03h+Y9L9lI5Fdo2g6ljm/+vDmTPhd/3kCfAidb2nczVsmr0jxeZq14ZBg2L8mSWEevXg55/l9mefwdXLNjQr0EzuMEy0TfUr39T+BtOLCnvZs8tDN25Aw3wNOfXhKY71PcbkEgfhbmlwfsDXV2qHtFUDGL1rNBc9T+Fmmxa2fcPevZArdW6mNZ/Gpf6X6Fu2L7ZWtmy9tpXmfzfHJ8BHSsMfOhT6Oc6aJdXjMmaEvHmlgtyUKZGnMCillFIqhMmIrDRrMuLl5YWbmxuenp64JoEZEaVUypAli7THnjs3tPp1QjKbZbJzwwbJLN+3L3x6c0BwADkn5sTD24MFLRfQoXho9L10qaTBZ8sm1detrMDTz5MP5nzP4puTwCZ8le5yWcrx1zt/UTxj8Qjj+PnHYKZ9fokPS+1lYKaFGNu3Y7L0NAvjUhoTw9un5d+MYdYzX2xM64BV/LsodH34Dz8YfOlRgKYPL7FslSO23s8l0N+1K/570b0Fw5Ds/m3bpPh5nXanqfTNQLy39mPd+FZyAeSFR49CL7g8fy7F70Ey9SdNeUaWQW2447QBK5MVvzX5jXzu+Wg8vzFB5iDmvPM3H1RqT0AAXL4sGQ8W3/x6me9uVyHY8T7ti7VnQcsFIRcCZvbYgfuaOTRJsxfbCy9dGXFwgPbtZeF6+fLx325AKaWUSgAxiUN1plwppRJAo0aS5l2+fEKPRFhZwcyZEswdOyZrt8Oys7ajb9m+APx64Ndwj1lS1zt0kP34B/lTb249Ft/9SQLyG1UYkHsaX1T9Ajd7Nw7dOUSZaWUYsXVEhFn3XXutuUBBAjp25/dvm+P0RTDZPoFa3aBXc/italpu2bmS74nBoj8ecnrXe1T8dyCF79phl3sdi70+Y+g39zCbZX9XPc/w1clLrP4bCcirVZN8+iQUkIPEsQ0byu2tW6FI+qKY5v4HZ1uFa7EHsiLA0tXt1i3ZhlRdD3Dht2qr6F6qO2bDTL81/ag/tz5B5iBaFW5F51LtQiq+798fus8pU2DkgLwE/70Yk9mGf079w/DNwwF4/Bj6zK/Buw+mM7TJaZkZ37ABRo6EkiUllWLWLKhYEUqUgFGjZMnCa3rVK6WUUimFzpQrpVQCMAzw8kp8seGKFfDuu3L7v/9Ci60BeHh7kGNCDgLNgcxvOZ+OxTvi5SXZyn5+0tWsdGnov7Y/kw9Oxt3RnWr357Ly58Y0aWJizRq48+wOH675kBXnJaW8aPqi/NXiLypkrYBhyL4ePIDVWx/QencO/IL8KJC2AO2KtqNt0bbYPS1GuYJe/GT1BX3Mf4Qbe5AJ7qUCGzPYBlvhiBVWgWbsg19E6B9+KIuy7ezi4ZOMffv3Q6VKkCaN1Kmz1CMIOxtuUbgwnDsn/d3r1JHEgOrVZQn9/ftgZ2cwcttIxu4ei4ONAzVy1mDGOzNI75ye/v1h8mTJSp8wQdayd+8u+zWZwCj1F7ToCcCYumNwO/U5/T59CG7XcfQsw/VrJtKnfzEQw5C0i99/h3//Dd/b3MpKesX36wf168vvSimlVDIRkzhUg3KllFLh9O0LU6dKq6zjx2XJt8XXW7/mux3fkcouFYd6HWL/2oJ06waFCsH+o8/4dsc3/LxXFkCv6biG/DShQAEJ5i5cgHz5wDAM/j3zLx+v/ZgHvg+wMlmxqPUiilm3olAhSZsfsuYbRu0aSdnMZTnY62BImrRhyD6uXIGdP+wk9bgvcXp8i6wOj7H3i6zMO/jawOz3utBvUQz7qSUyQUEyC/7sGUybBr17Q+bMcOdOxOc2aACbNskEdbdu8OmnMH48dO0qQbZFYHAgNlY2IZ8vwLx50KWLtCcfNEgyIMxmKaSXKhWMHg2ZWo/Bo9gwANzvvcdjty3g4An3i9Aw7Ycs+rILrvYv/T/3yRNZ67B+PZw5Q7gCAHnzQp8+UizOknuvlFJKJWGavq6UUuqN/fyz9DG/fVvipLCXbrvmGEHFjLXwDvCmzb9tmPfPc8CgWPt/KPx7oZCA/KsaX9EkfxPy55f2aIYhk6UgvbbbFm3LmY/O0LpIa8yGmUEbBrFxq/Q6K1/FlylHJgMwpMqQcAGjyUTI+un5N6pT12YHebnC0S1PJFf78GEOz99D9VKzyFdmCDmbNiL9Oy2wafZbnH9ucc3GBmrUkNt//SXbl1PXLSwV2G/ckO3hw7KtUyf882ytbcN9viBZ5gAHD0KnThKQf/ABTJwoheZcXcFj8edU8xsDwOOMy8DBExMmyHCGDdYfk/XnrHy45kNO3z8duuM0aaSU/L//SlX9M2ekEr6bmyxgHzpUChN06QL//CML6P/7T1Ldt26FvXtlbcX581K84P59uUIRGBjjz1IppZRKTHSmXCmlVARHjkiqdGAgzJgh6dDDh0ucZJvmLq5DS/PI/x6mM20wHB9C7q0A5E2Tl0mNJ9Ekf5OQfa1ZA82ayQTonTuylt7CL8iPgpMLcsPzBsXuj+LU78OpMnIIe/iZXKlzcbH/RWysbMKNbfVqyXp2dZUlALa2sg2bwv34sRTQs7TPXr1aungldePHy6y3RadOMrP9sm+/hREjJJieNk1m2J8+haNHCVkzHhXDkOwIS9H0jh1hzhywflE/b9EiaNdObjuUWYxfmXEUCuzAzt+6ULzTfDyy/Q7pzwFgwsQvjX6hf8VI+tVZ+PjAP//wZPQfpLl8OFqfQwTW1uDoKP8IHB2jvl2tmlS8s7Z+/T6VUkqpt6Dp62FoUK6UUm/mxx/h888llgkMlPRpi3wNNnOpcn0wyf9CHGwcGF5tOEOqDsHBJvwC56AgmQC9d0/aWDdvHv44C04uoNPSThDoCNerQ76NACHr1l/m4yNrz3185PcqVWD37ojjN5th3DiZ8Z01C5yd3/ijSDROn5YWdoYhn+mCBbJW/GWzZkkmeIMG8Oef0uPdxka6wYWtqh+VFi3kXLVsCQsXymvD+uEH+PJLuZ07NyxbJjXd5s+Hzp0NXEttoergiay7Im3XRtQcwYiaIyLMylv89JNMlJfjIPPrzKBA4BmZCbe1lR9/f1k8//y5FDB4/jz8+vSYaNhQPjh39zd7vVJKKRUNGpSHoUG5Ukq9GbNZemRvlUlw2rWT9OX69WXWlapjof4XlHJ4h6W9J5I7TRS51ISuaW7dWrKXwx3HMFPljwbsf7A55L6JDScysNLAKPe3bx/s3CkTni1ayJLklOK//0JbpEU14bt5s5y7woXl4krz5hLMnzgRvWPcvg07dkiru8jq4hmGBOKpU0OtWqE12oKCZOnDlSswfrzBszLfMWLbCABaFm7JzBYzw601N5slGLf0YQeoUCF85fcomc2hwbolUI/qtp+fvKlRo+T33Lllffvr0gaUUkqpN6RBeRgalCul1Ju7cwcGD4aaNaUAnMkk65l79pRgbfyvvnzU2+m1+zl2TCqz29lJWvW1a3D1qvz4+kL+QoHsuL6NHPXWMurDMnQp2SXO31tydvEiFCgg2QHDhsH//ifp/HPnxv2xp02TWgRZskhwPvvUND5e+zGB5kBq56rNf13/w8pkRWCg/DuyjOnLL2XGPCBALrpY1rbHquPH4b335B+eoyN8/TV88kn00geUUkqpGNCgPAwNypVSKnYZhhTQzp1bqq5H9zUlS8LJk69+3ujR8MUXbz/GlM7PT2JOgHLl4NAhmTEfMiTuj+3vL5kLt29LFf/evWHfrX3Um1MPn0AfJjWaRM/i/WnTBtauldn+v/6SyvDdusn6dcta+eMex1l1YRWONo64Objhau+Km/2LbZjfU9mlijI1PoLHj+UA69fL7wUKSN59uXJx96EopZRKcTQoD0ODcqWUShz++09mQjNkgDx5JKjPk0dm0T/7TNatW3qdq7fXsCFs3Bj6+4YNssY8PkycKBPQefJIkXV7e/j94O98tPYjHG0cqXD0KNuXFMTRUZYzWIrwHTxoUKHBdUyOT/n0l11MOv8pAcEBrz2eCVOEQN3ye8htezdq5apF1RxVJfV9/nzJnffwkHXrbdtC2bKS0l6qlFSLV0rFi6AgOHBA/gQ1cUUlFxqUh6FBuVJKJX6nTkmXq+RQIT2x2LdPeo1beHhIgbz44OMDuXLBw4dyEaZbN+jxvpn+Bxqw+epmeJQfpu9l3VprrLIfYP+t/ey/vZ8Dtw/wwPdB+J1drQ3PsuCWwYtU6Tyxc/HCbOvJs0BPPP08CTaCoz0uEyamNJtC77K95Y7Hj6FXL1lf/rKcOaF9exg5Mnxpf6VUrPvjD/jwQ/jqK+keoVRyoEF5GBqUK6WUSqmaNpUU8YwZJSiPT6tWSep62ON+NfYeU4Iq8CDwBlYBqTHbPY3wOlsrW4K80mEE2sPBj3A+8Sk+3uFT000mWQ5Rs5ZB5erPKVHeCytHT7z8vfD0l2DdctvL3wtPP0/OPTrH2otrAfityW98WP5D2ZlhSGW8PXskbePoUSl6YFGsmMyqlygRux+QUirEwIEwaZJcSNyzJ6FHo1Ts0KA8DA3KlVJKpVQnTkiRvi5d5AtvfAsKkosCf/whS7jd3aFJ91PMs68C9s8AyJMmDxWzVpSfbBUplakUq5c70LWr1GSbOlX60O/YAdu2yc/58+GPYzJJzFyzplSDr1FDeq2HZRgGA1cN59ejY7A22bDr/Z1UylYp8oE/fQqbNkH//tLLz85OCh4MGhRaal4pFWs6d5ZrX/b28vceWdcHpZIaDcrD0KBcKaVUShYUFLHPeHwLDoZMmSSdPVUq8La7xKffX+LzLmVJ75w+0te8atx374YP0s+di/ic4sUlQLcE6U5OUKu2wcEcHaDYQrK7Zmd1x9WUyPiKGfD79yW9feVK+b1OHWkCnz179N+8Uuq1GjWSuhcghSnLlk3Y8SgVGzQoD0ODcqWUUirhffABzJgR+vvly1IILjZ4eIQG6du3S3G5l2XIIDE29l6Y+pTDcL8IQJsibZjXch521lFMzRkGTJ8us+S+vtLr7fBhucqglIoV5crJnxXAb7/J+nKlkrqYxKGag6WUUkqpONeyZejtzJml+n5syZRJiqf//jucPi1B+qJF8NFHULSoPOf+fSmynsrWFWPORupmageGFf+e+ZchG17Rh89kktnyo0elB+CdO9CunUzlK6VixcOHobf370+4cSiVUDQoV0oppVScq1sXXFzkdtWqEuvGlYwZoU0bmDxZKvvfvy8F1vfulXHwNBcu6/+Bf6Tq+qSDE5h8YDK+gb5R77RAAVi+XN7Ejh1SRe/48bh7E0qlIGGD8gMHEm4cSiUUDcqVUkopFefs7aFVK7ndsGH8Hjt9eikaV7asXBAAia853wL2DAag/7r+ZBqXifdXvM+2a9swG+aIOypYEGbPlsXuGzdKP/P27SNWnlNKRdvz59JG0eLcOam1qFRKokG5UkoppeLFpEmwejW8/37CjaFatZfu+G8M6U+MIlfqXDwLeMbMYzOpPbs2uX/JzfQj0yPu4L33JEe+fXv5feFCKFJE3tSdO3E+fqWSm0ePZGttHbqs5dChhBuPintnz0LfvnD9ekKPJPHQoFwppZRS8cLFRbK+E7KrWJkyMmsPshbd2mTLg6VfsqXFZXZ030GvMr1ws3fjhucNeq3qxd8n/464kwIF4O+/pa958+ZgNsPMmVLm/fHjeH0/SiV1lqA8XTqoWFFu67ry5Ov5c3j3XWl3+fvvCT2axEODcqWUUkqlGPb2UKGC3O7RAypXltsb1ltRPWd1pjWfhsdnHvSv0F+es6IHC08tJNJmNSVLSru0vXshZ04pKd++vRaBUyoGLOvJwwbluq48+frf/+DCBbl97VqCDiVR0aBcKaWUUinKjz9Cnz4wZIj0RwaYMAE2b5bbDjYOTGg4gRYFW+Af7E/7Je2pMasGT/2eRr7DSpVgxQpphr5pE3z9dby8D6WSg7BBueWC2f790o1QJS979sh/ay1u3ozZ6y9ehBMnYndMiYUG5UoppZRKUSpVgilTIE0a6NQJUqeWmZt69aBOHZn4tray5rNc/1Dy6Vc4WDux68Yuvt/xfdQ7LVkS/vpLbo8ZI4XglFKvZQnK06aF0qWljuK9e3DjRsKOS8Wu588lO8kwZBkRxOwcP3gA5ctLdpNlyUNyokG5UkoppVKsXLmk6NCAAWBnB1u3QpUqUKsW1K3pwPGJ32K3/F8Afj3wK7e8bkW9s3btpHqRYUCXLvItUin1SmFnyh0doUQJ+V1T2OPegQOhqeRxzZK2niULLFgg9925A4GB0Xv9jz+Cpyf4+sKRI3E3zoSiQblSSimlUrRMmeCXXyQ1smdPqQK9fTsEBICrK3gdbozj/Rr4B/szctvIV+9s/HgoXlyaow8eHC/jVyopCxuUgxZ7iy+PHkk3ijp14n6pwO7doWnr06ZB/vxyEdQw4Pbt17/ewwN++y309+PH42acCUmDcqWUUkopIEcOmD4dzpyBfv1g8mSZRc+SxcTzVaMBmH18Nk+eP4l6J46OMGOGlJifNw/Wr4+n0SuVNIWtvg5a7C2+3Lols9S3b8OTV/wn7W35+oamrXfrFtqBI3t2efx168pv3pRlRs+fh96XHNeVa1CulFJKKRVGgQLSquejjyTVslMn4GYV0gQUI8gcxOoLq1+9g/LlYeBAuf3BBzJrrpSK1Msz5ZZib4cPayODuPT0aejtuOwX/r//SRZSliwwcWLo/TlyyDaqdeVms7RNK1oUtmyRmfWhQ+UxnSlXSimllEph6tSRrflMSwCWnlv6+hd99x0ULCjTUB06aHShVBReDsoLFpRlI76+cOpUwo0ruYuPoHzXrtBA/M8/paimxauC8kuXoG5dKdHx7JkU5zx6FD78UB4/e1aWFyUnGpQrpZRSSr1CtWpSEdpz33sArL+0Hp8An1e/yNkZli6V7ZYtUKOG9FzTPk9KhfNyUG5lJckmoCnscSlsynpc9Av39YX335f/5HXvDk2ahH88qqB82TIp9rdtm3SZnDBBgvsiReQ1bul8CMy7jKlb18T+oBOQBuVKKaWUUq+QKtWLlFqPkqSzzo1fkB/rL0VjrXiRIjBnDjg4SJ+1evWkrPuOHXE9ZKWSjJeDctBib/EhrmfKLWnrWbOG701uEdWa8q++kvXjtWvDyZMwaJAU3zQMg0HrB/KsXzpo35Jfjn4X+4NOQBqUK6WUUkq9Ru3aACbSP5QU9p/2/MTzwOevfA0ALVvC5cvQv78sityxA2rWlAD94sU4HbNSiZ2vb2gBr7BBuWVduc6Ux52wM+WxHZS/Km3dwjJTfvWOF80WNKPz0s4cvnmKMzn7Q58yZO7dm4O+C3ngI60lf977M5MOTMJs7QdPcpHaqypmwxy7A09AJsNI3nlUXl5euLm54enpiaura0IPRymllFJJ0JYtssYxY6HL+HUri6e/J+8WepfFbRZjbWUdvZ3cugU//CAl3gMDoVgxabhraxu3g1cqkbpxA3LmlOtVfn5gMsn9Hh6QObP87ukJLi4JO87kaOBAmDRJbpcpI4X1YoOvL5QsKevCe/SAv/6K/Hlnz0oykd07nxBQZuIr91k8Q3HOPDhDsBFMB7df+fuTj6hXz8SmTbEz5rgSkzhUZ8qVUkoppV6jTBnZ3juXl4XvrcDO2o7l55YzYN0Aoj2/kS2blHU/f16mBU+dCl+OWKkU5u5d2aZLFxqQA2TKJDOphgGHDiXM2JK72Exfv3ZNkoKWLIEvv5SAPGtWGD8+6tdkzw5kOkZAKbkyUCxDMXngQSEKnZ/BJ5U+oUTGEgCcvH+SYCOY9sXaM6jKR4ApTtu4JQQNypVSSimlXsPNTYoOAeS1rsn8lvMxYeL3Q78zZteYmO0sd2746Se5PXJk3FRZUioJ2LdPtqVKRXzMksL+196l1JtTjz0398TbuFKCsEHto0fg85rala/y009SoK1169enrVs4OxvYNB8AVmayPm3L/GrH6eB1BKYcp1HG9xnfcDzH+x7n/mf3Wdh6IT83+JnpzadTurSJx4+T38UaDcqVUkoppV7DZJI+uwB37kDrIq35pdEvAAzfMpzZx2bHbIfduklFdl9faYSuLdNUCrR7t2yrVo34mCUoX+c5js1XN1NrVi2mHZ4Wf4NL5sLOlMObz5YHB8sMeVjvvw+NG7/6dTuu7yAo604Isuf2Xz9Tr64VV/eUhmA7SpYMfV565/S0LdqWwZUH42znjK0tpEnzZmNNzDQoV0oppZSKhqxZZXvnjmz7V+zP0CpDAei5sicbL2+M/s5MJpg1Sxoy79kDI0bE7mCVSuQMQwqCgbQdfFmuXAAGT21PAxBoDqTv6r5cfKQFEmPDy+nfb5qws2sX3LsngfLy5ZK+Hp1VOaN3jQagdd4e5EidjQcPQjMnwgblKYUG5UoppZRS0RB2ptxidL3RdC7RmWAjmCGbhsRsh7lzS44nSAG4FStiZ6BKJQHXrsmaclvb0L7kYWXKBLjeJtjWCxsrG+rkroOBwfQj0+N7qMmSZabc8t+1N50pX7RItu++Cy1awKhRry/Md+D2ATZc3oC1yZqxLYbw8cehj1lbSwG4lEaDcqWUUkqpaLB8eb19O/Q+K5MVExtOxMpkxYl7J7jpeTPyF0elbVtCvpF26gQnTsTOYJVK5Cyz5GXLgqNjxMczZgTSyyx5fvf8DKgwAICZx2YSEBwQT6NMvixBuWU9/5YtMlN9755kMURH2NT1tm1f/3zDMJh3Yh7159YHoH2x9uRJk4eePUP/DRQqBPb20X4byYYG5UoppZRS0RDZTDlAWqe0VMpWCYC1F9fGfMfjx0OdOlJpqXVr8PZ+y5Eqlfi9aj05vJgpzyBBeSH3ojQt0JQsLll44PuA5eeWx8sYk6vAwND/zJQtK9vFi6FyZfncU6WC4sXlvlfZuTM0db1u3Vc/98nzJ3RY0oEuy7rg5e9FlexVGNdgHADu7nJNEkI7XbzStWvRv3KQRGhQrpRSSikVDVEF5QBN8zcFYO2lNwjKbW0lBzRbNrh4ET755C1GqVTSsOdFMfWognIXF7DOJEF5doei2FjZ0LN0TwBmHZsVDyNMvjw9Q29//DF8+KHUncyeXcpd+PpKx8ZRY/zZcX0H/kH+ke7n339l+9578p+xqGy5uoUSU0qw8PRCrE3WfFf7O7Z3306mVJlCnjN2LAwfLg0pXunCBVl03r27NLdPJjQoV0oppZSKhpcLvYXVJH8TAP678h9+QW/wRTFtWpgzR74RT58uM+e//go3brzFiJVKvDw8ZJsvX+SPm0xgneUUABlMRQF4r9B7AOy7tQ8jmc2UxidLkbdUqSBDBvjtN9i+Xf5z8/y5pLIDnMrdi5qzapL7l9wR1vKHTV1v0yby4/gH+fPZxs+oO6cut7xukd89P3t67uF/Nf6HjZVNuOe6u8P330OePK8YuLe3XAHw8oKrV2UBejKRoEH5jh07aN68OVmyZMFkMrF8+fJwjxuGwciRI8mSJQuOjo7UqlWL06dPJ8xglVJKKZWihZ0pfzkeKJmxJFlcsuAb6MuO6zve7AC1a8O338rtrVthwADImVPyS0eNki+iSiUT/i8mX6NaP2wYBkFpzgDg6idBedEMRbGztuOJ3xOuPr0aH8NMlizrySNrLWZvD9Wrg02mcwQXnQfAXe+79FrVi+Mex0Oe97rU9VP3T1FhegV+3vszAH3K9uFon6NUyFrhzQZtGNCrF5w5A5kzS3bRq6bnk5gEDcp9fHwoWbIkkydPjvTxH3/8kfHjxzN58mQOHjxIpkyZqF+/Ps+ePYvnkSqllFIqpcucWba+vuHTPwFMJhON80lj3vWX1r/5Qf73P7h8GX7+Wb4ZW1nBkSPw1VfQoAHodyCVTLwuKL/heQOzjTcE22L9ND8AdtZ2lMhYAoBDdw7F2dhmzoTOnZPvdTBLUJ46deSP29iAc6PvwWRQIXUzGuZtCMCyc8tCnmOpuv5y6rrZMPPLvl8oN60cJ+6dIL1Tela2X8mUZlNwtnN+80EvXAj//CODW7z4RdGB5CNBg/LGjRszatQoWrZsGeExwzCYOHEiX375JS1btqRYsWLMnj0bX19fFixYkACjVUoppVRK5uQU+iU2shT2ennqAbJ+8q3kyQODB8OOHdIzavp0ye3cvx/eeUeuCiiVhBnG64Py0w9eZMc+KsDD+6FRX9nMUpns8J3DcTa+UaNg/nwYPTrODpGgLOnrkc2UA5y+fxrPnBJvVQ0cScfiHQFCCuxFlbru4e1Bo3mNGLRhEP7B/jTJ34ST/U7SvGDztxvwvXuhXSq++gqqVHm7/SVCiXZN+dWrV/Hw8KBBgwYh99nb21OzZk32WCpDRMLf3x8vL69wP0oppZRSseFV68rr5K4DwPF7x3ng8yB2DpghA/TsCRs2SOWrbdugcWOdMVdJWlBQ6G07u8ifE3Jxy6NUyPpzCBOU3427oPzRI9lOnAg3Y9jlMCl41Uz5M/9ntPm3DZjMcO4dvC+UpWn+plibrDl+7zhXn1xlxw64fz986rrZMPPO3++w6comHG0c+b3J76zusJqMqTK++UBPnoSBA6FwYTkppUrBsGFvvr9ELNEG5R4v/voyZgx/IjNmzBjyWGRGjx6Nm5tbyE/27NnjdJxKKaWUSjleVYE9g3MGimcoDsDWa1tj98Dlyklg7uoqM+iNGiWrysMqZfEPU8w7spnyYHMwf5/6W3453YZ796Ra+7ZtUC5LOQCO3D0SJ8XegoJCl6f4+cnEbHJjmSl/OSg3DIP3V77P2YdnSWOdBVZN4+xZaftYI2cNAFacXxFp1fW/T/7NwTsHcbFz4XDvw/Qr3w+TyRTzwfn6wp9/QsWKUKIETJokA86dG+bNS1bryMNKtEG5xcsn0zCMV57gYcOG4enpGfJzMzle3lJKKaVUgnhVUA5QN7dMG22+sjnWjrlvH9SqBdsDKksBuDRpJELp3TvZ9epVKcPrgvJt17Zx59kdUlmngUuNuXQJ6teXsgrpjLgt9maZRbaYMweOH4/0qXHiyRMwm+P2GFEVehu/dzyLzyzG1sqW8ZUXg09Gzp6Vx94t9C4g7egWL5MT2LatPPbA5wHDtwwH4ItqX1A4feE3G9i9e1Cpkvy37cABCcBbt4b166VdZNGib7bfJCDRBuWZXizef3lW/P79+xFmz8Oyt7fH1dU13I9SSimlVGx4bVCeR4LyLdfecl35C4YBgwZJu6J33oHT9mWkObC1NcydCz/9FCvHUSo+WYJyKyup2/WyeSel6nfdTG0h2I4TJ2QCNTAQDu4LLfa252bUS1rflGUW2dUV2rWTv8GhQ2P9MJFauVLql3XtGrfHiSx9fdu1bXz+3+cATGw0kbaVK2MySdb4gwfQpkgbXO1dZXlO1R44V5nDv369KfJbETKMy8ANzxtkc83GoEqD3mxQFy9Ks/STJyFjRhg3Dm7dkv/eNWyYrNqfRSbRBuW5c+cmU6ZMbNq0KeS+gIAAtm/fTpVkuLhfKaWUUolf7tyynT9f6q69rEbOGlibrLn0+BI3PN++x/iePaHH8fKCpk3Bs1xd+OUXufOLL2D16rc+jlLx6VVF3nwDfVlyRqqItSvcOcLju3ZBzZw1ARiwbgBH7h6J1bE9fixbd3f44QeZrN24UX5iKihIAvsvv3x9UsuRI9ChAwQEyJ90XCbBvFzo7ZbXLdr+25ZgI5guJbrQr1w/nJykIyPA2bOQ2SUzi9ssxmRYQ/G/8WnQjRnH/uTsQ5lKL5K+CPNbzsfJ1ilmgwkMhDFjoHhxuHABcuSQk/zpp1JTI4VI0KDc29ubY8eOcezYMUCKux07dowbN25gMpkYNGgQP/zwA8uWLePUqVN0794dJycnOnbsmJDDVkoppVQK1b49lC8vX9zr1JFl3mG52rtSPmt5IHZS2MeNk23r1nJB4Pp1KcbOhx9Cnz7yzb1DB/jxx4h92pRKpAICZBtZUL7q/CqeBTwjV+pcNCkecSJu9274uubXVMlehSd+T6g7p26Uldh9feH332NWrM0SlKdJI40QPvpIfh869EVa+ZMn0f5b279fWof98INUdI/KpUvQrFloYwVPT7gah23Yw86U+wf50+bfNjzwfUDJjCWZ0mxKyFLhwi+y0E+dkm3m5/UxVkwHX3dKuFdmSJUhrGi/ggdDHnD6w9Mh686jxTAk+K5QQYq3+fvL+oTduyFfvlh7r0mGkYC2bt1qABF+unXrZhiGYZjNZmPEiBFGpkyZDHt7e6NGjRrGyZMnY3QMT09PAzA8PT3j4B0opZRSKqV59sww6tc3DDAMGxvDWLAg/ONfbv7SYCRGpyWd3uo4Fy4YhskkxzlzxjD+/FNu585tGEFBhmEEBBhGnTpyJxiGi4thDB5sGDduvNVxlYprx4/LP9kMGSI+1mxBM4ORGF9u/tIwmw3D0TH0n7jlb87b2zC8/LyMKjOqGIzESD0mtXHw9sEI+5oyRV7TtWv0xzZvnrymbl35/eFDw3Bzk/uWjLtiGOnSGYazs2FMnPjiDzFqM2aEH/vSpRGfc/26YeTIIY8XKxFg5Ct31cAqwFi0KPpjjqkKFeR4y5cbxrRD00I+w0uPLoV73rffyvOaNZPfW7aU31u3juEBg4IM4/Jlw1i3Tj63Dz80jBIlQj+YNGkMY/ZswzCbY+cNJhIxiUMTdKa8Vq1aGIYR4WfWrFmAFHkbOXIkd+/exc/Pj+3bt1OsWLGEHLJSSimlUrhUqSS9tH17SU/t2FGyyXfuhF9/hWpZXhR7u7r5rapDT5gg31ibNpUZq6atPHGqPpWr5VvRZtoQngb7wLp18NdfUKSItEkbP16m97p1C81RVSqRiSp9/aHvQ9ZfWg9Ap+KdMJlkjTVAwYLSkjAoSGqAudi7sL7Teqpmr8pTv6fUn1ufQ3cOhdvf6Retzi3FyqLD8mfj7i7btGllIteGQHIN7wAPH4KPjxR7qFcP7t6Ncl8XLsjWUuLqq6/Cp6XfvQt16vtzI/U8HD+qxrnWTlxqlhv6F+TfY+sIMgdF3GksePAg9L1Z6l8MqjiIvO55wz2vZUvZbtwoTR+WLgWTCUaOjGLHAQEy0/3XX7K05r33pDibkxPkzSvtHAcNkvSFEyfAwQHef19OUNeusvMUKpLSCkoppZRS6lXs7GRdefr0EogPGhT62NDhlXFwcsDD24NzD89FqxLxtWvwwQfyvbRrV/neP3OmPPbZZ9I7uM6CSvjWPQfAsvuwZ/JchlQZQte2XUnfrZtUKP7pJ+kbNWeO5MAuW5aiv+iqxCmqoHzR6UUEmYMom7lsyN9NxoySyl2njqSWL1wofxN2djBxogvrOq2jyYIm7Lqxi3pz6rGpy6aQJSRXrsh+X5UK7ucHz5+Hrq8Om75uMfDd6xT75jPKPN+Pv1Nq7EcMg+++k7+10qVhyxa5MPaS8+dlO2SILJs+fVoaKNSpA0euXKfB8Kk8ajEdnB/wHMAMJkwYaa7yL01YOsqa7G7ZyZU6FzndcpIrda5wPznccmBlitkcq2GEFqrMmhV2H9wNQPWc1SM8t0gRyJ9farC1aiX3degQSRF0s1n++zNgAFy+HPmB7e0lLb1gQShQAAoVgubNQ69+pHCJttCbUkoppVRiZmUlM+SWtaKWKtJ/z3WgavZqgMyWv45hSEC+eTMMHy7fb//4Q4KFMmWgRg2D3qt7c+7hOdI7ZoJtX8PDgtzzucdnmz4j58ScLDm3DJo0kW/8W7dKdaoVK14sQFcqcYkqKJ93QqqudyreKeS+KlXkulK7dlC1qtx35Ii0CnzvPfB96sLajmuplqManv6e1J9bn4O3DwKh8eHDh+DtHflYqlWTeg2WWe2whd7w8ID+/XEoUYCmzxdjxsSonNNkgfnhwwQVKwL37mF06yZT+C+x7LNChdCK6hN+86HNP50oOycPjwqPBucHZHbKxne1v+PKgCtsbegJez+BQEeCjWCuPb3GtmvbmH18Nt9s/4YeK3pQe3Ztcv+Sm+J/FOf0/dPR/txBqqlbPv8g5xvc9LqJtcmailkrRniuySSz5VYE4/3wOVZWMOIrs0zxr1wpFezq1ZMrGE2bygfu7i796z76SHqMr18vV0d8fGRx+pIlMHq0ZPNoQB7CZLxNXlUS4OXlhZubG56entoeTSmllFJx4soVcHGRWSVPT/hg1mimXxtOi4ItWN5++StfO2sW9OgR+vu2bdCmjaSYTpnzgINuw5hxdAbWJmu2d9/O4DZVOXDYn44/zeKs01SOehzFymTFjHdm0L1Ud9nJzz/LdKKjo0T7lSvH0TtXKubWrpUYrkwZOPyiRtvlx5fJ92s+rExW3PrkFpldMgOSEf3wobQjfPhQih5myCCds86dk1nnjRvhebA3TeY3YeeNnbjZu3Gk9zGKZMkVEoCePAkvr4K9fRuyZZPbNWvKhHePHrBizlM21BpDhf2TMD1/DsCW3CaG1zHY75yH/zX4mI9rdqTtr9VZ8c1FUvsjxRaHDAnZd3CwZG0HBMhMva8vFC37BDo2gxzSys3uVl1+bv8hfWu/g42VXNXz84OcqR6RK/gCM1Y8xz+DJ1fNj7kQeJdrXje49vQa155e47rndQKCA3CydWJJ2yU0ytcoWp/98eNQqpRk+fyy+W86Lu1IuSzlONjrYOiTDEOmx2fNwnfRKqwvX8CeAPytHbEnQN7cy5ydpfjkyJHyH0MVozhU09eVUkoppd5SnjyybdsW/vwT7u1pBFmGs+rCKvbf2k/FbBFnoUC+qH/6qdxOk0bWs/boAQ8eB5C68WQ+v/0tnlek0vO4BuOomqMqLVvCgQP2PFzfh4PrPqDP6j7MODqDHit64OnnycBKA+GTTyTCWLtWZtC3b4cSJeLjo1DqtSKrvj7/5HwA6uWpFxKQg6SpZ8kit9Olk4tWIMuQy5eXf+YjRsCoUalY22kt9ebUY//t/Xyx/hv8/WeG7Ofq1YhB+YEDobe3b4cZM+DxI4P11rWpuO0YAPuywpd1YUseAyuzPVhdYdShwfx0dBj+wf582hBmrERmz3/7DWrXhtq1uZWnNgEB2cho9xRnJx9+PP0DNkPmE2TtBc9T47Z2FbsWVKNYUUOu5N2+DStW4DBrFveCL8qgWsimLMi0tYsLuLmBqyuBLiW58PACZi9PvGa+S1Dtzth8OkTSw1/h1i3ZZs0Ku27sAuA9UxGYOxeOHQv9eZEyELbBmX2wXKDAZJLc9ooVQ3+KFo286byKFp0pV0oppZSKJbt2QfXqUgyu2V9d+OfMPAqmLciRPkci7d/7999SKC5XLmmb1LGjAQXWQINPIZ3kvpbKVIqJDSdSM5f0Zr5wQb5329jA/fuQOrXBpxs/ZcK+CQB8U+sbvqrxFSZfX2kxtGePVMvauTNlthpSic7ChVIosWZNCbINw6Dg5IJcfHyROe/OoUvJLtHazz//yBpnkOKLTZvCgdsHqDi9IlZYYZ5yCJzvw41qTPrZmf79w7/+iy9g7FhIk/MOT4p/Sxb/2rS/5cTPZ9/B2xY6tIYjZTPTqURnupTowr51eek9eR5W9YdjdnhEGoc0GIaZMYs96XXcGqug8DPIz3HAET8A7qaCx44Q4GBPpnSlyGBnjfX9u5IK7ucX4b3dIit2BJDGyhNbc0D0PlgbG2mXOGJElKnh06bJhHbTpvC0TjF6zz5N1xNR7KtuXejRA++iFfFzTEM6q8dSnC1tWrlaol4pJnGoBuVKKaWUUrHEMCB7dpn0Wrb+MR+eKsZd77ukdUxLy8ItaVe0HTVz1QxJVW3SRAqoD/vKD6PqaMau+QcjrQTj6Z0yMLruD3Qv1R1rK+twxylWTIpGzZkDXbpIUDNqxyi+3vY1AJ9U+oSfG/yM6elTqFVLKh3nyiUllLNnj8dPRKmI5syRJcUNGsCGDXDw9kEqTK+Ak60T9z67Ryq7VNHe18cfywR1mjSy1jxXLmj+d3NWX1gd+qQbVRjgtpVfxocPJOvUga1XdpCqR1u8uQeBDuz9LTuVnl5kUlV7isxZTe1ctUP+/ry9pfCcr/GI/n/NpHmhxvywdg7bAn+kUcZqLMk2GKdd+2HrVswHD2FlmKP/oaROLX/YvXpxs/Q7DPg6NcuXy0P2+NGosheDe3pSvYQnJi9PmV03mdjgsZvZ//1Ml7O2ND4bKC9IkwZq1JD8eWdn2To5QePGjNhcg2+/hS/aH6LvuvLk9ATDygpTlSpStK5UKdkWKRJ5I3kVbRqUh6FBuVJKKaXiU9u28O+/UsuoUvtttF/cnns+90Iez+CcgdaFW9O9wFAqFcqJ2Qwd53/Egou/yxOC7KlgHsSmr4fjah/5d5evv5biz9WqSZxtKbD+y75fGLRhEAAzW8yUNeYeHvLEy5dlxnzJEqmepVQC+fNP6N1bim+vXAnfbv+WEdtG0LZoWxa2Xhijffn7S/x54ACUKyfZKmceH6Xs1HIYptCgOOejD9jyzTDSOaXDxc4Fs9lEqnLL8GvWHmxkJrraddg5E/ytYcjE3kz6eGqE43XpAvPmQb9+cPAgHLp4HdMneTAwY2dtR7089Xi34LscnlqLTafGc7vOFJwDYUmFcdRKU1oi+2fPJODNnDn0x9ExwrHOnpWGCnPnhtaRK1VKZvhbtZLJ7GBzMCWmlODMgzMsdf+Q96bvkotwUdhS+CPmnS3DROfPcPV5wrW0NuRatUPrTsQBDcrD0KBcKaWUUvHJUmPt3XelI1mQOYjt17az8PRClpxdwuPnslbTxZSJZ79tokClS1wo8x4AY6pOgVMdGdDHJbLv6CFu35a2v/7+MtPYoEHoYyO3jeSb7d9QMWtF9n2wT+68fh2aNZPqxyAvrlVL8odr1oQcOWL/g1AqCpMnQ//+UrTt33+h3+p+TDk8ha9qfMW3tb+N8f6uX5eicY8fS02GGTOgYc99bNocSLHynpwq9g6YQkMeWytbUtul44HvPbAy816hlpyb2Zp/j3Sk6AOYWhYKz7pAjWL5Ixxr40Zo2FACYkugnKH+HNyaj+Li44uRjm9c/XF8WuXTGL8vi5s3YcIEST338ZH78uaVLPXOnWHSfrkYVz1HdXZ03Sq1JO7ckaIVlp8rVyTfP4yjmeDHEXX5u+9/bzw2FbWYxKHaEk0ppZRSKhZVqCDb/ftlFrtEMRv+16kuPv9Mo7eXB4PSrSeTqTjPDA/4sHhIQP5JpU/4vF4fPh/06oAcpEhT375y+6uvJG3eol+5fthY2bD/9n5O3X8RhOfMCXv3ygJcKyuZNZ8xQ/o05cwpfYP/+CO0V5JScejlQm8Pnz8EIL1T+jfaX86csGCB/NOeOVPWiXuergQ3qtOuVDNYNRWTZ66Qug6B5kAe+N0FKzOZ7vZgUZuF/HJ5O0UfyNrv/+WpSdncEQNykGXWmTOH74B2f1NXZpU9z+l+Z+iS5QccH7/4j4Bh4vOif7xVQA6y4mT8eLn48M03sqT78mX5833/fWiSuyUghdvu+t6XFIQ+faTg45dfwvffSwGLdevYmaoxG2jAmhrFqNMNcuQt+1ZjU7FDg3KllFJKqVhUtixYW0v9pl69JAV13z4JGsZ8b8vEjxviMXo73JAUciuTFc0LNOeHuj/E6DhffCEZrwcOwKpVofdnTJWR5gWaAzDjyIzQB1KlkkE8fgxr1ki16AoVZLAXL0qBqDx5pPm6r+9bfw5KRcVy7cdSK+yBzwMA0ju/WVAOMns9aZLcHjZM1peDrBvnSC+MCVe51c+H/e/48P7TG7gsOAK/n6CL2wxstmyj/iVJVe9avjxP9/6CU8S6jID8uXTuLLddXSUBBeDbb030bFGYub2H8XzSflJNu8WnducZ3arvG7+nl6VNK0tXrl+Hb7+VixCzZsGY4dmplK0SBgbLzi2LegeNGtHCdi2N2MDItu48dYTiGYvH2vjUm9OgXCmllFIqFjk5QfEX33MvXJA01zlzpI1xv34SPJQrloZJpXZxZcBVfIb7sLLDShxsHGJ0nEyZYOBAuf355+Fn7nqW7gnAnONzqVrvCT/9FOaFbm5SYW7sWJnOf/IEfv1VGjbfuQODBkHu3DBunM6cqzhh+WdlmSl/4PsiKH/DmXKLjz6Si1UQ+vdQrJj0NQcppVCxjBN/TczOswulyeFQnK7tg2DAAAAm0Z//th4gXVDJkDoNkRk0SIL9334L/RvcsEEuvjk6yt/j9ZNZGTc8/yv386acnSVDZsUK+X3uXGiYrTUAi88sjvJ1vr7y5w4Gl70li6ZYhmJRPl/FHw3KlVJKKaVimSWFHaTwW5cuMGQI/P47rF8vBaL69zeRO02uGAfjYX3xhcyenTsHf/0Ven/DfA3JkyYPj/0esSdrG778OpD796PYiYuLlLC+dAmmTJFc4Pv3ZcAVKkikkbxLEKl4FiEoj4WZcovRoyVIdXSEkiVlNjt3bnns3Dm5SNaqlXQ9uHIFim39Fc6eJTBNer5G1rOnSfPqY2TJAps3y4x57dpyHFtbWSd/5QqMGRNlR7JY1ayZtAgPDATPfa0A2H59O9efXo/0+bdvy9YxvQdP/B5jZbKiULpCcT9Q9VoalCullFJKxbKKFUNvv9wbOTa5ucmMGUjRJ29vuW1jZcPStkuxMTtDns0ENurFlKmvac9kby/rUC9elPXm6dNLFefKlaUPVOvWMqN+8iSYY9DqSamXhA3KzYaZR88fAW8/U27RubMsH9m7V37//HOZ2f7xR7h1CxYvhkaNwPq5t7QxAIK+HY0nqYGYBdTW1rBnj6wKmTRJMlji04tJfhZOzUXtXHUxG2Ym7psY6XMtQbl7YZklz++e/60uCqrYo0G5UkoppVQsa9BAlnDXrx8+QI8L/frJUnAPD6n8blEyU0lyHvwHzFZQajZjT/fDPyAawbStrVSPOnUKOnaUKccHD6SV2oABUKIE5Mv3yrZLSr1K2KD88fPHmF/0807nlC7WjuHmFtpl7L33ZGZ7yBC5vhRi1ix4+hTy58exX/eQgDqms9xOTvL3nhBat5YLAXfvQjXTEAD+PPInT54/ifBcS1DukPMkoOvJExMNypVSSimlYpllefaqVcTJmtKw7OwkZRekp7GHh9x+/hyub2oGy+aAYcK38DR6zvg56h29LEMGmD9fgpZdu6SCc/36EoFcvSqt1HbvjvX3o5K/sNXXLanrbvZu2Frbxt8gzGYpagiyMNzamoIF5dfXpa8nJnZ2ctEBwPt4A0pkLIFPoA//2/I/fAJ8wj331q0XN9K/WE+eXteTJxYalCullFJKxQEXl9A1s3GtTRtZ/u3jAyNHyn3Hjkmxq4z3O1HP/zcAFnp8w51nd2K2czs7qFoVhg+XJs23bsnvT59C48aSzq5UDIStvv7Q90U7tFhYTx4jS5dKHYXUqaFbN0A6A0L8rAePTZZsnAP7TQytMhSA3w/9TvYJ2fnivy+45SXR+ObNgCkYT1e5mFY0Q9GEGK6KhAblSimllFJJnMlESIX16dOlDdv+/fJ7hQrQs1QfuFmJICsfhmwaQrA5OMI+7twh6mJwYaVJI8F5zZrw7JlUcr8Tw0BfpWhh09djq/J6tPn5yQWm9u3l9969Q3LP+/SBevWkMGNSYgnKjxyBNoU6MrXZVPKmycsTvyeM3T2W3L/k5r15ndh04iSU/ZOHXCC1Q2rq5K6TsANXITQoV0oppZRKBmrUgHfegeBg6dN84IDcX7EilCppBeukifOCkwvIOC4jnZZ2Yt6JeTzwecCzZ1CsZABFiwdz7140DubkBMuWQaFCMnP+wQdaoV1FW7igPBYrr7/W7t1QqpSs9wgOltYIlkqJQNmysGkTlCkT90OJTQUKyBr658/h9GkTvcv25vzH51nebjk1c9YkyBzE8ssLoE9prBp9BsC3tb7F3TGJpQQkYxqUK6WUUkolE2PHSjXoFStg4UK5r0IFyJ8fHJ+Uhw3jcLF149HzRyw4uYAuy7qQcVxG8v6WnScfOvKwTXH6DI5OVI7MmC9fLjnI69bBypVx9r5U8hLvM+Xe3lKksHp1OH8eMmeWi0oLFyZchbZYZGUF5cvLbcvFOGsra1oUasG27ts41OswLrdaglUwZhsfiqYvSr/y/RJuwCoCDcqVUkoppZKJQoVCW7CZzVJpulIlCdSLFQP2fsrUfA/Y0X0HX1T9gpIZS2Jg8MD/FliZIf1ZVrg0ZuFyr+gdsGBB+PRTuT1okEzVKfUakc6Ux2VQ3rGjtPMzDOkscPo0vPtu3B0vAVhS2C3LViyePIHJX5bh2fQl2Py7ilYFOrCg1QJsrGzif5AqShqUK6WUUkolI+PHS3H0Cxfg8mUpOAdQsqRsz5y0pXrO6oyuN5pjfY9x65Nb1L+5C/7ch8k3PWQ+yqDNvaN/wC+/hOzZ4do1GDMm1t+PSn7CVV/3jeP09W3bpA2CjQ2sXw8zZiSt8urRFFLs7UDofcuWQZEi0vnNZILvuzZjcYcFlMhYIkHGqKKmQblSSimlVDJiMkGuXJKy7uwcen+JF9/Djx8P//ysrlm5ubsq3K7I+w6rwWyFR7qF7Lm5J3oHdHaWKwEg+fOXL7/1e1DJW2TV12OzR3kIw5ACCyAF3Ro2jP1jJBIVKsj2zBkYN06Wy7dsKS0SCxaEnTth6NCEHaOKmgblSimllFIpgGWm/OWg3NtbltkCfN65Ahx9H4CBaz/FiG7xtlatpGy1v78UfXv8OJZGrZKjeFtTvmoV7NsnhQnDFHRLjjJmlOsOhgFDhsC//8qyleHDpT1i1aoJPUL1KhqUK6WUUkqlAJaZ8hs3wqe4Hj8uX+SzZJHZ9awXv4UAJw557GPUjlHRC8xNJlmza28v6cJFi0oROKUiES/V1w0Dvv9ebg8YAJkyxe7+E6EpUyRpxdZWiswfPCgfgYNDQo9MvY4G5UoppZRSKUDq1BJ0g6w/LVdOvsRv3Sr3lS0r25J5MsPmHwD4etvXfLT2Iy49vvT6AxQqBNu3y9bDA957T3pBP3gQ+29GJWmh6etG3M2Ub9kiV58cHeGTT2J334mUySRv9fFj6VleunRCj0hFlwblSimllFIpxKJF0K6drOU9fBj69QvN6rX0Zi5WDNg/kKrePwPwx6E/yP9rfspOK8uPu3/k6pOrUR+gYkU4elTW8VpbS8upIkWk4pRSL1gKvQVZPyMgWH6J9Zny0aNl+8EHkCFD7O47kUuVSgJ0lXRoUK6UUkoplUKUKgX//AO3b8OECRIvW1SvLtuiRWVre2gwK9uvpEHeBlibrDly9wif//c5eSblodmCZjwPjKL9mYMD/PCD9GYqXhwePoTWrUMXrqsUzzJT7oPMkjvZOuFk6xR7B1i5EjZvlorrn30We/tVKo5oUK6UUkoplcKkSydtxU+dgr17YfVqqFtXHitWTLYnT0KzAs3Z0HkDdz+9y5SmU6iTuw5WJivWXFzDP6f+efVBypaFQ4ek4rXZDKNGxel7UkmHJSj3Cr4PxHLq+oMH0KuX3P7kE8iRI/b2rVQc0aBcKaWUUiqFMpmgUiVo2jT0vsKF5f5Hj+C+xEykd05Pn3J92Nx1M9/V/g6Amcdmvv4AdnYyaw6wYIE0T1cpniUofxJ4B5C2fLEiOFjS1e/fl5SPb7+Nnf0qFcc0KFdKKaWUUiEcHSFvXrl96lTEx7uV7IaVyYqdN3Zy4VE0guwyZaB5c50tV4D8MwgKktsPA24DkMUlS+zsfOhQSV23s4M5c7TsuEoyNChXSimllFLhWCqxDxsGvr7hH8vqmpWGeRsCMOvYrOjtcMQI2c6fDxcvxs4gVZJkmSUHeOAnM+VZUr1lUH7jBnTtKv3AAGbNCq1cqFQSoEG5UkoppZQKZ9QocHeXPsft2kmHs7DeL/0+ALOPzybIHPT6HZYtKznyZnNo72iVIlkqrwPcf/6W6euPH8OQIVCgAMydK/eNGQMdOrzlKJWKXxqUK6WUUkqpcPLlg+XLJQt49WpJZ//iC4mBAJoXaE5ax7TceXaHjZc3Rm+nltnyefPgUjT6nqtkKexMuYfPG6avBwTAjz/KP8xx42SntWpJX/LPP4+9wSoVTzQoV0oppZRSEVSvDlu2SOtxX18YOxZy54bvvoOA5/Z0LtEZiGbBN4Dy5aFJEynGpbPlKZYlKLe1hTveL2bKXWI4U/7JJxJ8P30qbffWrpV/rOXLx+5glYonGpQrpZRSSqlIVa0qLdNWroQSJcDLC77+WuKg93L3AGDFuRU89H0YvR1aZsvnzoXLl+No1CoxswTl9vZw2+sNZspv3oQ//5TbU6bA0aPQuLG0DFAqidKgXCmllFJKRclkkuLpR4/C339Dlixw/Toc31CSspnLEmgOZP6J+dHbWYUK0KiRzJZbWqWpFMUSlNulesazgGdADIPyn36CwEBJV+/TB6ytY3+QSsUzDcqVUkoppdRrWVlB+/aythxksrtLiS4ALD+/PPo7ssyWz5kDV6/G7iBVomcJym3S3AXAxc4FF3uX6L343r3QWfIvv4yD0SmVMDQoV0oppZRS0da+PdjYwKFDUNi6OQC7buzC088zejuoVAkaNJBm1TpbnuJYqq9bpX6D1PVp08DPTzIu6taNg9EplTA0KFdKKaWUUtGWPr0s4QXYtiwPBdMWJMgcxKYrm6K/E8ts+axZcO1abA9RJWKWmXKTSwzboQUFSVAO0L+/riFXyYoG5UoppZRSKka6dpXtzJnQMHdTANZeXBv9HVSpAvXrS6A1eDD4+MTBKFViZAnKDZcYzpSvWQO3bkHatNC6dRyNTqmEoUG5UkoppZSKkXfegRw5wMMDAs82ASQoNxvm6O/km29ktnPZMihSBFatiqPRqsQkJChPFcN2aH/8Idv33wcHhzgYmVIJR4NypZRSSikVI3Z28NVXcnvxz9VJZZuKez73OHr3aPR3UrmyzH7mzAk3bkik37KltLxSyZYlKA92kqA8WjPld+7Axo1yu0+fOBqZUglHg3KllFJKKRVj3bpBnjzwwMOO3EZ9ANZcXBOznTRuDKdPw+efS/W4ZcugcGGYPj0ORqwSA0uht0CHGKSvL14MhiHLHvLmjcPRKZUwNChXSimllFIxZmsLvXrJbcdboSnsMebsDGPGwJEjULWqrC/v00fKu6tkxzJTHuAQg5nyRYtk27ZtHI1KqYSlQblSSimllHojOXPK1uqyBOUHbh/ggc+DN9tZ8eKwYwe0awdmM/TtC8HBsTRSlVj4+wMmM362MlOe3TX7q19w6xbs3i31B7TAm0qmNChXSimllFJvJOuLGl0Pr2ahVKZSGBisv7T+zXdoZQUTJ4KbGxw+DFOmxMo4VeLh7w8438OwCsTKZEVml8yvfsHixbKtVi30H5xSyYwG5UoppZRS6o1kyybbW7egSb4XrdEuvUEKe1iZMsH338vtH34IzXdWyYK/P+B2A5DUdRsrm1e/YP582bZpE7cDUyoBaVCulFJKKaXeSJYXy4H9/KB6JklhX3V+Fcc9jr/djj/4QGZF79yBuXPfcpQpl2Ek9AgikqBcKuzncMvx6iefOCG1BWxtoX37uB+cUglEg3KllFJKKfVGHBwgbVq5nTm4EjVy1sAn0IcG8xpw8dHFN9+xvT0MHiy3f/xR15a/AcOAhg0hf36pnZdYBAQArhKUv3Y9+cyZsm3eHNKnj9uBKZWANChXSimllFJvzLLM9+4dK1a0X0GpTKW473OfenPrcdPzLXqO9+4N7u5w8SIsXRo7g01BDh6ETZvg0iU4diyhRxMq7Ez5K4PygACYN09uv/9+3A9MqQSkQblSSimllHpjYdeVp3ZIzYbOGyiQtgA3PG9Qf279N6/GnioV9O8vt0ePTpy52IlY2Kz/S5cSbhwvC7umPLvbK4LyKVPg4UPInFmm/JVKxjQoV0oppZRSb8wyU35bOlyRwTkDm7psIrtrds4/Ok/DeQ3x9PN8s5337w9OTnD0KGzcGDsDTgECAuDvv0N/v/gWKwlik6+vdL2zpK9HuaZ8yRL45BO5/emnYPOaYnBKJXEalCullFJKqTf2clAOEmz91/U/0jul56jHUd5d+C5mwxzznadNK2nsILPlKlrWr4dHj0J/Twwz5c+fQ5cukkpvSv2K9PWtW6FjR+lV36tXaG0BpZIxDcqVUkoppdQbC5u+HlaBtAXY2GUjTrZObLu2jQO3D7zZAT79VKpvb98u0aZ6rTlzZFuwoGwTMij39YXx4yF3bikNYGMfAKk8gEjS148cgRYtZKq/ZUv44w8wmRJg1ErFLw3KlVJKKaXUG4tsptyiVKZSvFPwHQCWnn3DYm3ZsoWuLR88GIKC3mw/KcSTJ7Bqldz++mvZXrwY/0vyfXzg558lGP/0U7h3D3Llgj/m38bAwN7anvROYSqqX7wIjRrBs2dQq5b0J7e2jt9BK5VANChXSimllFJv7FVBOUDLQi0BWHZuGcabRoZffSWp7GfPwg8/aNG3V1i0SCaaS5SA996T+7y8pGZafPDxgXHjIE8e+OwzuH9fAvPp0+HCBShQ7kXqult2TJZZ8Hv3oEEDePAASpeGFSuk355SKUSiD8qfPXvGoEGDyJkzJ46OjlSpUoWDBw8m9LCUUkoppRShQfmjR+DnF/HxxvkbY29tz6XHlzh1/9SbHSR1avjuO7k9YgTUrw+XL7/ZvpI5S9X1Ll3A0RGyv8gQj+tib97e0lI+d24YMkSC8Tx5YMYMOH8eevaUVQiWNnnh1pNPmADXrkHevLBuHbi6xu1glUpkEn1Q/sEHH7Bp0ybmzp3LyZMnadCgAfXq1eN2VJdjlVJKKaVUvEmTRoI/iHy2PJVdKhrmk5ZWb5zCDtC3L4wdKzOomzdD8eISBWo6e4jLl2H3brCyklppAPnyyTau1pV7e8tpyZ0bPv9cJrvz5oWZM+HcOWkxbmsb+vwbnpG0Q9u8WbYjR0LGjHEzUKUSsUQdlD9//pwlS5bw448/UqNGDfLly8fIkSPJnTs3f/zxR0IPTymllFIqxTOZQmfLo5q8tqSwLz33FkG5yQRDh8LJk1CnjpTz/vxzqFABTr3hDHwyM2+ebOvVgyxZ5Hb+/LKN7aD82TMYM0bWiX/xhaTH580Ls2ZJMN69e/hg3OLiY5myz+H6oh3a06dS4A2gdu3YHaRSSUSiDsqDgoIIDg7G4aU1JY6OjuzatSvS1/j7++Pl5RXuRymllFJKxZ3q1WU7cWLkjzcv2BxrkzUn7p3g8uO3TDvPlw/++w/++kum6Y8ehebNU/yMuWGEpq537Rp6v2WmPLbS1728ZFl/rlwwbJgsW8ifH2bPlmC8W7eo24qbDTNrL64FoHrOF/9oduyQ9mcFCoRe3VEqhUnUQbmLiwuVK1fmu+++486dOwQHBzNv3jz279/P3bt3I33N6NGjcXNzC/nJnj2S/odKKaWUUirWDB8uhbLXrYO9eyM+7u7oTq1ctQAp+PbWTCbo0UMKv6VNK+uRV6x4+/0mYXv3SqaCszO8+27o/ZaZ8rcNyr284PvvJU39yy/h8WOJo+fOhTNn5EJAVMG4xf5b+7nncw9Xe9eQfw9s3SrbOnXeboBKJWGJOigHmDt3LoZhkDVrVuzt7Zk0aRIdO3bEOooWCcOGDcPT0zPk5+bNm/E8YqWUUkqplCVfPklXBmkzXapU+J/eveE9Swr726wrf1nGjLLWHKKepk8hLL3JW7eWwNyiUCHZnjkDD72fvLYC/tOn0iJ8wADYv19mv0eNkpnx//1PgvGCBSVV/swZ6Nz59cG4xfJzywFomr8pdtZ2cueWLbLV1HWVgpmMN+5NEb98fHzw8vIic+bMtGvXDm9vb9asWfPa13l5eeHm5oanpyeuWslRKaWUUipOXLsGRYuCr2/kj89feYdORyQ9+fbg22RxyRI7B75zB3LmlPT1gwehXLnY2W8SEhQEGTJIj/L//oO6dUMfCw4GFxd4XnIiNPqE8lnK83XNr2lWoFmk+5oxAz74IPLjFCok3enatXuzFuIFJxfkwqMLLGy9kLZF28pC9PQvepXfuydvQqlkIiZxaKKfKbdwdnYmc+bMPHnyhA0bNtCiRYuEHpJSSimllHohVy6pt7ZxY/ifTp3k8QVTs1A5W2UA5p+YH3sHzpJFokSAX36Jvf0mIWfPSkDu4gK1aoV/zNoaCpS7BXW+BODgnYM0/7s5K85Fnu5/65ZsM2aUlQGpU0u2w4IFcn47dox+QB5kDuLwncNM2DuBFv+04MKjC9hZ29EoXyN5gmXJQcmSGpCrFC2aySYJZ8OGDRiGQcGCBbl06RJDhgyhYMGC9OjRI6GHppRSSimlwsidW37CypUL5s+HtWvh+497svfWXsbuHkvvsr1xc3CLnQMPGiQHWbhQ+nNliaVZ+CTi8GHZli4decDsXflzsPMlq7kydUvnZ87xOXy49kNq5aoV4RzcuSPbfv2kJXxM+Af5c/DOQXZc38GO6zvYc3MPzwKehXtO6yKtcbV/MWv4zz+ytVxUUSqFSvRBuaenJ8OGDePWrVu4u7vTqlUrvv/+e2wj67GglFJKKaUSlfz5oXFjKQJ3d303CuUfx7mH5xi7eyw/1P0hdg5SrhxUrSpNuv/4A777Lnb2m0RYOoqVKRPxsdP3T3PZaQEYJvKc/Y0p/yvEnpt7uPT4EkM3DWVq86nhnm8JyqNTCN07wJu9N/ey4/oOdt7Yyb5b+/AP9g/3HDd7N6rlqEaNnDWonqM6FbJWkAc8PELXk2tQrlK4RB+Ut23blrZt2yb0MJRSSiml1BsaOFCC8hl/2vDHlrF0W9+CCfsm8GH5D8nmmi12DjJokATlU6ZIOXhHx9jZbxJgCcrLlo342IbLG+TGpUZc318aR1v4s/mf1J5dm2lHplEuSzl6le0V8nxLUB5ZssHj54/ZfWO3zITf2MHhO4cJNoLDPSeDcwZq5KxBjRw1qJGzBsUyFMPaKpLp+8WLpRVaxYqQJ8+bvG2lko1EH5QrpZRSSqmkrUEDib3274ejC5tTrXg1dt3YxYitI5jRYkbsHOTdd6Xg2/XrMHWqBOkpQHCwtGqHyGfKt1/fLjeu1ubGDVl7XitXLUbWHMnI7SPpt6YfudPkpl6eegDcvi1PtwTlh+8cZuaxmey4voOT909G2H9Ot5wShL+YCS+QtgAmk+n1A7ekrrdvH5O3q1SylGSqr78prb6ulFJKKZXwNm6Ehg3BwQEW7tlLi5VVsDJZcbzvcYplKBY7B/nzT+m/li4dXLkilc+SubNnoUgRcHKSXuJh15SbDTPpfkzHE78nZFq1H4/DFdi2DWrWBMMw6Lq8K/NOzMPN3o09PfeQP3UR7O3BMKQY+hOr85SaWgq/IL+QfRZKV4gaOWpQPWd1queoTs7UOWM+6Bs35AKKySSV5VJYDQCVMiTL6utKKaWUUirpql8fqlUDPz84tKwyrQq3wmyY6bWqFw99H8bOQXr0gAIFpNXWhAmxs89EzpK6XqpUxCJvJ++d5InfE1LZpaJcVplGP35cHjOZTExvPp1qOarh6e9J0wVNOX3tPoYBtraQxj2Y7iu64xfkR+VslVncZjEen3pw9qOzTG0+lc4lOr9ZQA6waJFsa9bUgFwpNChXSimllFLxwGSCPn3k9tKlMLruaJxtndl3ax/lppXj0J1Db38QG5vQIm8//RSai52MWSqvR7ae3JK6XjV7VSqUk1WrltpqAPY29ixrt4y8afJy7ek1uqxtATbPyZTZYPiWL9h3ax+u9q4sbL2QVkVakTFVxtgZtKauKxWOBuVKKaWUUipeNGsmcfPp02B+mJ+9PfeSzz0f1z2vU+2vasw4Egvry1u3hsqVwdsbPvvs7feXyFlmvkuXjviYJSivmbMmLVrIfRs2gI9P6HPSOaVjTcc1pHZIzamn+6BrPZ41a8a4veMAmNRoEtndssfegC9elCsJ1tbQqlXs7VepJEyDcqWUUkopFS9Sp4a6deX2smVQPGNxDvY6yDsF38E/2J8PVn1Ar5W9wq1hjjErK/jtN9n+8w/8+2+sjD2xunpVtvnzh7//oe9DNl/ZDEDNXDUpXhzy5pXlA+vXh39uwXQFWdp2KVbYQI49PM2wFmuTNdOaTaNbqW6xO2DLsoL69WXtv1JKg3KllFJKKRV/WraU7dKlsk3tkJpl7ZbxfZ3vMWFi+tHpVJ5aiyp1H0UIHqOtdGn48EO53batVGa/fPlth57oBAVJzTSA3LnDP/b5ps/x9PekWIZiVMxaEZMp4mcfVu3ctXk/8ChsGEfJ54PY1n1buFZpb8XPD65dg2+/lT7yEHp+lFJafV0ppZRSSsWfe/cgc2ap8H3yJBQLU3h94+WNdFjSgcfPH8P9olS8sJF9m96wEJifH3zxBUyeLH3D7Oxg8GDpYf5SVXbDgJ07pWha8+Yyo5wUXLsmwbidHTx/LskBADuv76TGrBoA7H5/N1WyVwFg3z7J7Hd1hRMnpAB6WD16wKxZ8MMPMGzYaw5uGNJf7e5d8PCIfGu5/fRp+Nf++CMMGfK2b1+pRC0mcagG5UoppZRSKl61aiWztZUqwa5d4auGn3lwhtIT6hNgfwfT7Yo8+2Unzo62b36wM2ekZ/mmTfJ7pkwwdy7Uk77cjx9DrVpygQAkwP3sMwlKU6V688PGh61boU4dSV2/cEHuCwgOoPTU0px5cIZeZXoxrfm0kOebzZArF9y8KYX3mjeXyeuSJeXxhg2ldd3s2dC164sX7d8v+e6RBd4BAdEfrL29XI356KMUsdZfKQ3Kw9CgXCmllFIqcbl1S3prP3sGEyfCwIGhjwUHg1uuy/h0LgsOnryf92tmdP7m7Q5oGLB6NXzyiaSxp0sH58+DuzurV0tw6uAgs/aHXhSBz5pVCri3by8BbGI0cya8/z40aCAF3ABG7xzN8C3DSe+UnnMfn8Pd0T3caw4fhs8/h82bQ+9r106C85YtpQjfpk0vrln88Qd8/LFE81Fxd5cLHZkzR73NnBnc3BLvB6lUHNA+5UoppZRSKtHKlg3GjJHbgwfD9Omhj50/Dz638sKqqQDMvDyK/bf2v90BLdPCp05J5P3woaS2IzdBWmYfOADLl0tK+O3b0LEj1KgBx45F3OXSpdJ3/dy5txva27AUebOsJ7/y5Arf7vgWgJ8b/BwhIAdpnfbff3D2rATjAAsXykUSy3vJktmAr76Sdd9mMzRtCl9/LUH68uWSB3/9uiwRePRIIvn//oN58+RKxqefyodXpw4ULiwV/jQgVypKGpQrpZRSSql417cvfPCBxHy9esk6ZsOQbGkATreDE50wMNNvTT+CzEFvf1AHh9BCY3/+CXv28OiR/Jo2rcSNLVpIxvuoUeDkJOn1ZcvCgAEyPospU2D3bplITqi8U0tQnisXGIbBx2s/xi/Ij9q5atO5ROdXvrZQISlOf/SotKoLDpYfE2by/jpIPgCQKfRVq+Cbb+SktWgBFStCjhySkq6UemsalCullFJKqXhnZQXTpkndNYAvv5Sl33v3yu/VqgHrJ2DyS8NRj6P8cfCP2DlwtWrQs6fc7tuXx/cCAQnKLRwcZDznzkn6utkMv/4avpXY7duy3bw5NHU8voWdKV98ZjHrLq3DztqOP5r+gSmaM9OlSknMvWcPtGgWzM4CH2A/dZI8+PvvMmOus9xKxSmbhB6AUkoppZRKmUwm+P57yJBBAvJJk0IriPfrB4d6psdv02ho3pfP//ucdE7p6FC8w9sfeOxYScM+eZJSTr8An0XaMjt7dvj7b2k9tnixpHw3biyP3bkT+ryhQ6XtdtiCdTHl7y+T+LVrhxZee51r116MM2cQbTd8AsAXVb+gYLqCUb/IxweOHwdPT8ndf/AA7t+n8v37LL9/Gi4ckJMwaxZ06fLmb0gpFW0alCullFJKqQQ1cCCkTw/dukkADFC9OpQvDzt39aJkm9Uc91tNx6Ud+fvU33Qr2Y1mBZphb/OG6dNp08K4cdCjB+8eGM6vXMPFNBTIEenTLS3SLEGwr29ol69UqaRy+5w50lLsTY0cKevsq1SRtPjX8fcPvTDwxOkAt5/dxt3RnWHVo+hlFhwsKftffy2BeFRsbSWv3dLUXCkV5zQoV0oppZRSCa5jR4mVW7eGPHmkGFy1arBzpxWlzi+nWecRfL/ze1ZdWMWqC6tI45CGtkXb0rVkVypnqxztdO0Q3brB+vXYLlzIx/yGMeJ32FUfypSRfPBcuWSbIwe5c0vwf/UqBJmDWHl8L6TNiOPz/IwYYWLIEMnybtdO1qHH1LFjUh8NZBLbbA7NGIjK9euylt3JCQ4+lnZv9fLUw8HGIeKTz56VKwaWBfsZMkh5+bRp5Xb69LLNkEE+9EKFYv4mlFJvTFuiKaWUUkqpRMPTU+qHOTjA2rVS+Dt/fmnT1ajLGTI3msMFh3ncfnY75DUflP6AP9/5842O1yP3VjpfG0VdtkT+BJOJ5+6Z2OqXhR+qVOV205Vce3oNAGvfzHzZoB9/9fuIWxfd+f770DXy0WUYUKFCaCs2gCtXQiuqR2XDBmjUCIoWBbfBVdlzcw9/Nv+TD8p8EPqk+/clVX/yZOkp7uoK330nawNs36L3u1LqtbRPeRgalCullFJKJU1PnkgbbICuXSVF3GSC/7YEY+TYxpwTc5hzfA4mTFwdeJWcqXPG+BiZM4OHB5xafomiV1ZJH/Nr1+DqVczXrmLl+zzkud620OsdWFUyNT4Bz8HGHwB7kzP+u/vgfPITrh7PRvr00T/+f//JenRnZ5mwvnYNVq6UDm6vMmWKxNYNWzzlvzLpCDaCud7zNDlOXpfqc5s3y7S75at+kyYwdaqkICil4pz2KVdKKaWUUklemjTSVhwkIAeJMXt0s6Zc2rrMfnc2dXLXwcBg5rGZMd6/YRDSEs2ldD745BOCJ/3Cqp/7UP+LLFgPeU6Gz6ByT9iczZFUgfD3Etixrg05fzhOzZtzKJWpFP6GD1QZj88Heag1vieefp7RHsOvv8q2e3eoWhWwCuTQqSevfd3587J1yrORtseD2b3AiRy5S0rw/fPPkhNvGLIwf/16WL1aA3KlEimdKVdKKaWUUolW374ywQsya546taR3d+kigfqCkwvotLQTOdxycGXAFaytol8C3csL3Nzk9mPPAGad/o3JBydz5ckVAKxMVrxb6F36V+hPl6rV6H3nG75iVLh9GGnS4J3OldMmLy44POGmGzyt1Yifvln72lZiV69KETnDgC2Hb9JjdUeuB+0D6yDeKfgOw6oNI6dbTtI6pcXO2i7caxs1gnMbrrExS3kK3HkY+kCuXFC3rvzUqQMZM0b781BKxR5NXw9Dg3KllFJKqaRr3rzQzlwffSQF4apXl2JoixZBs3efk2V8Fp76PWV9p/U0zNcQkED3xAlZc20TRWnjq1elqJy9PbT7uxtzTsh0fGqH1PQq04sPy39IrtS5AKl/tns3bB+2njy/fUp6r0vYExDluJ8Xzofjr1MkOA4jIEDqrW3ZAkuWSOX2evUNrLs25vyhDZS9A/keg30wmAwItIZAK7C2t8feIRWZ0+SgY+kuLPn8Cs29F5CWxzxwgqfvdyT/wG8gX763+8CVUrFCg/IwNChXSimllEq6LIEzwL59ULEi/O9/0t/c3V2C2tHH+jP54GRq5arFlq5bMJlMzJ4tKeG1a8OaNeDoGHHfhw5Jdnfaiht41LgRJkz82vhXupfqjrOdc7jndukiFwjGjJECdDt2GCz58wktK9+Fu/JzaNVdzu/7g/fuXsPpRWu3R9XKcrx6flxSv8u/SzJx4IQDj/0ceY78pLb1ZWTvCaRZO4W6V2P++RzKDAN6Z2Pn19dilCWglIpbMYlDtSWaUkoppZRKtHLlgmHDIDBQqpQDjBghy6QPH5ZOX1P/GcK0I9PYdm0bGy9vpGG+hixaJM/duhVatYJly2RGPKxHjwBbH7xq9AVgQMUBfFTho0jHYamGfvWqpT+4iXQF3KGou0zHA26VoHP59qQemJ9vdgbw0UFIu+swdXYdBv6hfGQ7DgR+k5tmKxNHKctpc2Heae9M6jQmjIAAAvx98HnmzYmTT3hiuxdbs5mbz0vyX/GnrCp7nR8aDNSAXKkkTGfKlVJKKaVUknP2rLQU9/OTYmlX8g9mwr4JlM5Umu2d95MxvS3Pn0vnr8BAeO89SXcPm8o+fz50njwRGn1CDrccnP7wNKnsUkV6vL/+gp49oUED2LULfH3h0iVZE25hGJApE9x32UjFQRMIuL6bDmesqHjam1T+wTj7piabkyP2QQGY/P2x8vMnwAjiSCaDMyUy03XyTqq0zcuhQ7B4sVxMsLzXli3h3Dmg9AxoEdr2zMnWiVuf3CKNY5rY/5CVUm9Mq68rpZRSSqlkrXBh+Oknuf3NNzCk0nBc7Fw46nGU8lOq8dzpAlmzStFxOzuZKe/WDYKDQ/dx/2EgVJoAwJfVv4wyIIfQmfLjxyUgB2mnFpbJ9KKC+uUGtPRdx5GfvOg1/ymN0y2mbF8oNPgpqfrexfbjR9h86o3Vl4E4fGnQYkB6GizYj23uvJQuLfuaPl2C/MWLJUPg3LkXFxSOvg+rpsKDQgB8WO5DDciVSuI0KFdKKaWUUklS375SXPzhQzi0Ix3zW87Hzd6N894H4MNipG4/CCPPBn6eewrrVE9YsMCgb1947PuUI3ePsPnxX5D6Bo7BGehasusrj2UJyu/dk23q1ODkFPF51arJdvduCao/+QR8D79LxqMTyZsmL1lcspDWMS2p7FJhZ21HdrfsLG67mOxu2QEYPFguIqxfL93N2rQBb2+oVQv27gUwweHe8NsZvna5zph6Y2Ljo1RKJSBNX1dKKaWUUknW4MEwYYIEr4sWwU3PmxQe2hufLOsjPjnQEXzTgestKW3+Qs3g79j27f9eeRzDgPr1YfNm+d3dPbTHeVj790OlSvJ4z54ym29lBRs2QL160XtPo0bBV1+F/j5kCPzwg8yUly8vBepAAveGDaO3T6VU/NL0daWUUkoplSJY2qWtXAlPn8Ld89nxmbYOq/kbaJznHYpnKI67o7s8yfY5uN2UgNwnndz3LBP13Pq99jgmEyHF4yD8WvKwSpeWSu+PH4em10+aFP2AHGDoUKhSRXqo//sv/Phj6Fr4li1Dn1e4cPT3qZRKvLT6ulJKKaWUSrJKlYJixeDUKZlh3rRJ7u9YsQFzuzQIed7zwOfc9b7LZY973L+Qh87vZgQ7bwi2JedM+8h3/hJ3dynu9sUX0KtX5M+xs5Mgev58+b19e+mvHhN2drB9u8zO29qGf6x1a5lFT5cOsmWL2X6VUomTpq8rpZRSSqkk7c8/oXfv0N/TppWK5enTR/58w4BCheDCBfl9zRpZv51U7Nols+jFiyf0SJRSUdH0daWUUkoplWJ88AFMmyYzzCBrzKMKyEFS0buGqeuWNm3cji+2VaumAblSyYkG5UoppZRSKkkzmSSd/MQJKahmWWf+Kp06hd5+VQCvlFJxTdeUK6WUUkqpZKFgQfmJjly5YOJEePAA8uSJy1EppdSraVCulFJKKaVSpIEDE3oESiml6etKKaWUUkoppVSC0aBcKaWUUkoppZRKIBqUK6WUUkoppZRSCUSDcqWUUkoppZRSKoFoUK6UUkoppZRSSiUQDcqVUkoppZRSSqkEokG5UkoppZRSSimVQDQoV0oppZRSSimlEogG5UoppZRSSimlVALRoFwppZRSSimllEogGpQrpZRSSimllFIJRINypZRSSimllFIqgWhQrpRSSimllFJKJRANypVSSimllFJKqQSiQblSSimllFJKKZVANChXSimllFJKKaUSiAblSimllFJKKaVUAtGgXCmllFJKKaWUSiA2CT2AuGYYBgBeXl4JPBKllFJKKaWUUimBJf60xKOvkuyD8mfPngGQPXv2BB6JUkoppZRSSqmU5NmzZ7i5ub3yOSYjOqF7EmY2m7lz5w4uLi6YTKaEHk44Xl5eZM+enZs3b+Lq6prQw0nx9Hwkbnp+Ei89N4mfnqPETc9P4qbnJ/HRc5K46fkRhmHw7NkzsmTJgpXVq1eNJ/uZcisrK7Jly5bQw3glV1fXFP0PNrHR85G46flJvPTcJH56jhI3PT+Jm56fxEfPSeKm54fXzpBbaKE3pZRSSimllFIqgWhQrpRSSimllFJKJRANyhOQvb09I0aMwN7ePqGHotDzkdjp+Um89NwkfnqOEjc9P4mbnp/ER89J4qbnJ+aSfaE3pZRSSimllFIqsdKZcqWUUkoppZRSKoFoUK6UUkoppZRSSiUQDcqVUkoppZRSSqkEokG5UkoppZRSSimVQDQof8no0aMpX748Li4uZMiQgXfffZfz58+He45hGIwcOZIsWbLg6OhIrVq1OH36dMjjjx8/pn///hQsWBAnJydy5MjBgAED8PT0DLefd955hxw5cuDg4EDmzJnp0qULd+7cee0YT548Sc2aNXF0dCRr1qx8++23hK3Xd/fuXTp27EjBggWxsrJi0KBBb/ehJKDkcD527dpF1apVSZs2LY6OjhQqVIgJEya85SeTOCSH87Nt2zZMJlOEn3Pnzr3lp5OwksO56d69e6TnpmjRom/56SQOyeEcAfz2228ULlwYR0dHChYsyJw5c97iU0k8Evv58fPzo3v37hQvXhwbGxvefffdCM9JTt8HXhaf58fC39+fUqVKYTKZOHbs2GvHmJK+r0HyOCf6nS1xn5/k+p0NAEOF07BhQ2PmzJnGqVOnjGPHjhlNmzY1cuTIYXh7e4c8Z8yYMYaLi4uxZMkS4+TJk0a7du2MzJkzG15eXoZhGMbJkyeNli1bGitXrjQuXbpkbN682cifP7/RqlWrcMcaP368sXfvXuPatWvG7t27jcqVKxuVK1d+5fg8PT2NjBkzGu3btzdOnjxpLFmyxHBxcTHGjRsX8pyrV68aAwYMMGbPnm2UKlXKGDhwYOx9QPEsOZyPI0eOGAsWLDBOnTplXL161Zg7d67h5ORkTJ06NRY/qYSRHM7P1q1bDcA4f/68cffu3ZCfoKCgWPyk4l9yODdPnz4Nd05u3rxpuLu7GyNGjIi9DyoBJYdz9PvvvxsuLi7GP//8Y1y+fNn4+++/jVSpUhkrV66MxU8qYST28+Pt7W307dvXmDZtmtGwYUOjRYsWEZ6TnL4PvCw+z4/FgAEDjMaNGxuAcfTo0VeOL6V9XzOM5HFO9Dtb4j4/yfU7m2EYhgblr3H//n0DMLZv324YhmGYzWYjU6ZMxpgxY0Ke4+fnZ7i5uRlTpkyJcj+LFi0y7OzsjMDAwCifs2LFCsNkMhkBAQFRPuf333833NzcDD8/v5D7Ro8ebWTJksUwm80Rnl+zZs0k/x/5sJL6+bB47733jM6dO0f5eFKVFM+P5T/wT548ie7bTJKS4rl52bJlywyTyWRcu3Ytyv0mZUnxHFWuXNn47LPPwr1u4MCBRtWqVV/9ZpOgxHZ+wurWrVukQXlYye37wMvi+vysXbvWKFSokHH69OloBRgp/fuaYST9c2Kh39kSz/lJzt/ZNH39NSzpGO7u7gBcvXoVDw8PGjRoEPIce3t7atasyZ49e165H1dXV2xsbCJ9/PHjx8yfP58qVapga2sb5X727t1LzZo1sbe3D7mvYcOG3Llzh2vXAbV1pAAACvlJREFUrsXkrSVJyeF8HD16lD179lCzZs0o95tUJeXzU7p0aTJnzkzdunXZunXra99rUpOUz43FjBkzqFevHjlz5oxyv0lZUjxH/v7+ODg4hHudo6MjBw4cIDAw8NVvOIlJbOdHhReX5+fevXv06tWLuXPn4uTkFK3xpPTva5A8zol+Z0uc5yc5fmfToPwVDMNg8ODBVKtWjWLFigHg4eEBQMaMGcM9N2PGjCGPvezRo0d899139OnTJ8Jjn3/+Oc7OzqRNm5YbN26wYsWKV47Jw8Mj0mOHHVtyldTPR7Zs2bC3t6dcuXJ89NFHfPDBB6/cd1KTVM9P5syZmTZtGkuWLGHp0qUULFiQunXrsmPHjmi866QhqZ6bsO7evcu6deuS3d+NRVI9Rw0bNmT69OkcPnwYwzA4dOgQf/31F4GBgTx8+DAa7zxpSIznR4WKy/NjGAbdu3enb9++lCtXLtpjSsnf1yDpnxP9zhYqMZ2f5PydTYPyV/j44485ceIEf//9d4THTCZTuN8Nw4hwH4CXlxdNmzalSJEijBgxIsLjQ4YM4ejRo2zcuBFra2u6du0aUtCgaNGipEqVilSpUtG4ceNXHjuy+5ObpH4+du7cyaFDh5gyZQoTJ06M9H0kZUn1/BQsWJBevXpRpkwZKleuzO+//07Tpk0ZN25cDD+BxCupnpuwZs2aRerUqSMtZpUcJNVz9NVXX9G4cWMqVaqEra0tLVq0oHv37gBYW1vH4BNI3BLr+VEiLs/Pr7/+ipeXF8OGDYvy+Pp9LaKkfk70O1uoxHR+kvN3tshzpxT9+/dn5cqV7Nixg2zZsoXcnylTJkCu2GTOnDnk/vv370e4uvPs2TMaNWpEqlSpWLZsWaRpaOnSpSNdunQUKFCAwoULkz17dvbt20flypVZu3ZtSPqfo6NjyPFfvlp1//59IOKVreQkOZyP3LlzA1C8eHHu3bvHyJEj6dChwxt9HolNcjg/YVWqVIl58+bF5CNItJLDuTEMg7/++osuXbpgZ2f3ph9FopWUz5GjoyN//fUXU6dO5d69eyGzGC4uLqRLl+5tP5pEIbGeHyXi+vxs2bKFffv2hUupBShXrhydOnVi9uzZ+n3tJcnhnOh3tsR9fsJKNt/Z4nTFehJkNpuNjz76yMiSJYtx4cKFSB/PlCmTMXbs2JD7/P39IxRB8PT0NCpVqmTUrFnT8PHxidaxb9y4YQDG1q1bo3zO77//bqROndrw9/cPuW/MmDHJtnBIcjsfFt9++62RM2fOaI0jMUuu56dVq1ZG7dq1ozWOxCo5nRtLYZeTJ09G6/hJRXI6R2HVqFHD6NChQ7TGkZgl9vMTVkos9BZf5+f69evGyZMnQ342bNhgAMbixYuNmzdvRjm+lPZ9zTCS3zmx0O9sifv8JIfvbIah1dcj6Nevn+Hm5mZs27YtXKl9X1/fkOeMGTPGcHNzM5YuXWqcPHnS6NChQ7h2AV5eXkbFihWN4sWLG5cuXYq0ZP/+/fuNX3/91Th69Khx7do1Y8uWLUa1atWMvHnzhqs6+LKnT58aGTNmNDp06GCcPHnSWLp0qeHq6hquXYBhGMbRo0eNo0ePGmXLljU6duxoHD161Dh9+nQcfGJxKzmcj8mTJxsrV640Lly4YFy4cMH466+/DFdXV+PLL7+Mo08t/iSH8zNhwgRj2bJlxoULF4xTp04ZX3zxhQEYS5YsiaNPLX4kh3Nj0blzZ6NixYqx/AklvORwjs6fP2/MnTvXuHDhgrF//36jXbt2hru7u3H16tW4+dDiUWI/P4ZhGKdPnzaOHj1qNG/e3KhVq1bI//vDSi7fB14WX+fnZVevXo1WJemU9n3NMJLHOdHvbIn7/CTX72yGoUF5BECkPzNnzgx5jtlsNkaMGGFkypTJsLe3N2rUqBFuBscyqxPZj+WLyokTJ4zatWsb7u7uhr29vZErVy6jb9++xq1bt147xhMnThjVq1c37O3tjUyZMhkjR46McAUpsmMnxat8yeF8TJo0yShatKjh5ORkuLq6GqVLlzZ+//13Izg4ONY+p4SSHM7P2LFjjbx58xoODg5GmjRpjGrVqhlr1qyJtc8ooSSHc2MY8j9pR0dHY9q0abHyuSQmyeEcnTlzxihVqpTh6OhouLq6Gi1atDDOnTsXa59RQkoK5ydnzpyR7vt17yMpfh94WXydn5dFN8AwjJT1fc0wksc50e9sifv8JNfvbIZhGCbDeLGCXimllFJKKaWUUvFKq68rpZRSSimllFIJRINypZRSSimllFIqgWhQrpRSSimllFJKJRANypVSSimllFJKqQSiQblSSimllFJKKZVANChXSimllFJKKaUSiAblSimllFJKKaVUAtGgXCmllFJKKaWUSiAalCullFJKKaWUUglEg3KllFIqmevevTsmkwmTyYStrS0ZM2akfv36/PXXX5jN5mjvZ9asWaROnTruBqqUUkqlQBqUK6WUUilAo0aNuHv3LteuXWPdunXUrl2bgQMH0qxZM4KCghJ6eEoppVSKpUG5UkoplQLY29uTKVMmsmbNSpkyZRg+fDgrVqxg3bp1zJo1C4Dx48dTvHhxnJ2dyZ49Ox9++CHe3t4AbNu2jR49euDp6Rky6z5y5EgAAgICGDp0KFmzZsXZ2ZmKFSuybdu2hHmjSimlVBKjQblSSimVQtWpU4eSJUuydOlSAKysrJg0aRKnTp1i9uzZbNmyhaFDhwJQpUoVJk6ciKurK3fv3uXu3bt89tlnAPTo0YPdu3fzzz//cOLECdq0aUOjRo24ePFigr03pZRSKqkwGYZhJPQglFJKKRV3unfvztOnT1m+fHmEx9q3b8+JEyc4c+ZMhMf+/fdf+vXrx8OHDwFZUz5o0CCePn0a8pzLly+TP39+bt26RZYsWULur1evHhUqVOCHH36I9fejlFJKJSc2CT0ApZRSSiUcwzAwmUwAbN26lR9++IEzZ87g5eVFUFAQfn5++Pj44OzsHOnrjxw5gmEYFChQINz9/v7+pE2bNs7Hr5RSSiV1GpQrpZRSKdjZs2fJnTs3169fp0mTJvTt25fvvvsOd3d3du3aRc+ePQkMDIzy9WazGWtraw4fPoy1tXW4x1KlShXXw1dKKaWSPA3KlVJKqRRqy5YtnDx5kk8++YRDhw4RFBTEzz//jJWVlJxZtGhRuOfb2dkRHBwc7r7SpUsTHBzM/fv3qV69eryNXSmllEouNChXSimlUgB/f388PDwIDg7m3r17rF+/ntGjR9OsWTO6du3KyZMnCQoK4tdff6V58+bs3r2bKVOmhNtHrly58Pb2ZvPmzZQsWRInJycKFChAp06d6Nq1Kz///DOlS5fm4cOHbNmyheLFi9OkSZMEesdKKaVU0qDV15VSSqkUYP369WTOnJlcuXLRqFEjtm7dyqRJk1ixYgXW1taUKlWK8ePHM3bsWIoVK8b8+fMZPXp0uH1UqVKFvn370q5dO9KnT8+PP/4IwMyZM+natSuffvopBQsW5J133mH//v1kz549Id6qUkoplaRo9XWllFJKKaWUUiqB6Ey5UkoppZRSSimVQDQoV0oppZRSSimlEogG5UoppZRSSimlVALRoFwppZRSSimllEogGpQrpZRSSimllFIJRINypZRSSimllFIqgWhQrpRSSimllFJKJRANypVSSimllFJKqQSiQblSSimllFJKKZVANChXSimllFJKKaUSiAblSimllFJKKaVUAvk/YFuTReiwveUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))  \n",
    "plt.plot(df.index, df['close'], label='Close Price', color='blue')  \n",
    "plt.plot(df.index, df['SMA_short'], label='SMA 5', color='green')  \n",
    "plt.plot(df.index, df['SMA_long'], label='SMA 10', color='red')  \n",
    "plt.title('Close Price with SMA 5 and SMA 10')  \n",
    "plt.xlabel('Date')  \n",
    "plt.ylabel('Price')  \n",
    "plt.legend()  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64\n",
      "float64\n"
     ]
    }
   ],
   "source": [
    "print(df['close'].dtype)  \n",
    "print(df['open'].dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 10. MACD:平滑异同移动平均线\n",
    "# macd, macdsignal, macdhist = MACD(close, fastperiod=12, slowperiod=26, signalperiod=9)\n",
    "# 参数说明：high:最高价；low:最低价；close：收盘价；fastperiod:快周期； slowperiod：慢周期\n",
    "MACD_macd,MACD_macdsignal,MACD_macdhist = talib.MACD(df['close'], fastperiod=12, slowperiod=26, signalperiod=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))  \n",
    "plt.plot(df.index, df['close']*0.05, label='Close Price', color='blue')  \n",
    "plt.plot(df.index, MACD_macd, label='macd', color='blue')  \n",
    "plt.plot(df.index, MACD_macdsignal, label='macdsigna', color='green')  \n",
    "plt.plot(df.index, MACD_macdhist, label='macdhist', color='red')  \n",
    "plt.title(' MACD')  \n",
    "plt.xlabel('Date')  \n",
    "plt.ylabel('Price')  \n",
    "plt.legend()  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个包含两个子图的图形对象\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 12), sharex=True)\n",
    "\n",
    "# 绘制第一个子图：Close Price\n",
    "ax1.plot(df.index, df['close']*0.05, label='Close Price', color='blue')\n",
    "ax1.set_title('Close Price')\n",
    "ax1.set_ylabel('Price')\n",
    "ax1.legend()\n",
    "\n",
    "# 绘制第二个子图：MACD\n",
    "ax2.plot(df.index, MACD_macd, label='macd', color='blue')\n",
    "ax2.plot(df.index, MACD_macdsignal, label='macdsigna', color='green')\n",
    "ax2.plot(df.index, MACD_macdhist, label='macdhist', color='red')\n",
    "ax2.set_title('MACD')\n",
    "ax2.set_xlabel('Date')\n",
    "ax2.set_ylabel('MACD')\n",
    "ax2.legend()\n",
    "\n",
    "# 调整子图之间的间距\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates as mdates  # 导入matplotlib.dates  \n",
    "# 绘制K线图  \n",
    "fig, ax = plt.subplots(figsize=(12, 6))  \n",
    "  \n",
    "# 绘制K线实体  \n",
    "up_color = 'red'  # 上涨（阳线）用红色  \n",
    "down_color = 'green'  # 下跌（阴线）用绿色  \n",
    "width = 0.6  \n",
    "  \n",
    "for i in range(len(df)):  \n",
    "    if df['close'].iloc[i] > df['open'].iloc[i]:  # 阳线  \n",
    "        ax.bar(df.index[i], df['close'].iloc[i] - df['open'].iloc[i], bottom=df['open'].iloc[i], color=up_color, width=width)  \n",
    "    else:  # 阴线  \n",
    "        ax.bar(df.index[i], df['open'].iloc[i] - df['close'].iloc[i], bottom=df['close'].iloc[i], color=down_color, width=width)  \n",
    "  \n",
    "# 绘制影线  \n",
    "for i in range(len(df)):  \n",
    "    ax.vlines(df.index[i], df['low'].iloc[i], df['open'].iloc[i] if df['open'].iloc[i] > df['close'].iloc[i] else df['close'].iloc[i], colors='k', linestyles='solid', linewidth=1)  # 下影线  \n",
    "    ax.vlines(df.index[i], df['open'].iloc[i] if df['open'].iloc[i] < df['close'].iloc[i] else df['close'].iloc[i], df['high'].iloc[i], colors='k', linestyles='solid', linewidth=1)  # 上影线  \n",
    "  \n",
    "# 设置日期格式  \n",
    "date_format = mdates.DateFormatter('%Y-%m-%d')  \n",
    "ax.xaxis.set_major_formatter(date_format)  \n",
    "  \n",
    "# 设置x轴刻度为日期  \n",
    "ax.xaxis.set_major_locator(mdates.AutoDateLocator())  \n",
    "  \n",
    "# 设置图表标题和坐标轴标签  \n",
    "plt.title('K Line Chart for Stock 000001')  \n",
    "plt.xlabel('Date')  \n",
    "plt.ylabel('Price')  \n",
    "  \n",
    "# 显示图表  \n",
    "plt.grid(True)  \n",
    "plt.xticks(rotation=45)  # 可选，使x轴标签倾斜以便更好地显示  \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
